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76      <a class="navbar-brand title font-weight-lighter" href="http://localhost:4000/">
77          <!--       Feng Liu -->
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88        <ul class="navbar-nav ml-auto flex-nowrap">
89          <!-- About -->
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91            <a class="nav-link" href="/">
92              About
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116                Research
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140                Teaching
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153                Awards & Services
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163              <a class="nav-link" href="/lab/">
164                Visual Intelligence Lab
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201    <div class="container mt-5">
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209            <img style="width: 170px;border-radius: 170px" src="/assets/img/my_pic.jpg">
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214            <h1 class="post-title">
215            Feng Liu
216            </h1>
217            <p class="desc"><p><b>Assistant Professor</b><br><a href="https://drexel.edu/cci/academics/computer-science-department/">Department of Computer Science</a><br><a href="https://drexel.edu/">Drexel University</a></p>
218</p>
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221                <a href="mailto:%66%6C%33%39%37@%64%72%65%78%65%6C.%65%64%75"><i class="fas fa-envelope"></i></a>
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224<a href="https://scholar.google.com/citations?user=8Y9iUz0AAAAJ" target="_blank" title="Google Scholar"><i class="ai ai-google-scholar"></i></a>
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227<a href="https://github.com/VILab-Drexel" target="_blank" title="GitHub"><i class="fab fa-github"></i></a>
228<a href="https://www.linkedin.com/in/feng-liu-4b5563187" target="_blank" title="LinkedIn"><i class="fab fa-linkedin"></i></a>
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247      <p><strong>Research Group:</strong> <a href="https://vilab-group.com/">Visual Intelligence Lab</a></p>
248
249<p><span style="color: blue; font-style: italic;">We always look for passionate students to join the team in terms of RA/externship/internship/visiting students (more info <a href="https://vilab-group.com/#vacancies" style="color: blue; text-decoration: underline;">here</a>)!</span></p>
250
251<p><strong>Research interests:</strong> My group develops visual intelligence for humans and the physical world, organized into four research directions (see the <a href="/research/">Research</a> page for details):</p>
252<ul>
253<li><b><a href="/research/physical-human-intelligence/">Physical Human Intelligence</a></b>: 3D humans, motion, biomechanics, and embodied AI</li>
254<li><b><a href="/research/person-centric-video/">Understanding People in Long, Real-World Video</a></b>: identity, activity, and evidence across long, multi-camera footage</li>
255<li><b><a href="/research/biometrics-digital-identity/">Trustworthy Biometrics and Digital Identity</a></b>: recognition, deepfake detection, and synthetic identity</li>
256<li><b><a href="/research/generative-multimodal-ai/">Generative and Multimodal AI for the Physical World</a></b>: 3D generation, vision-language models, simulation, and domain generalization</li>
257</ul>
258<p><b>Impact areas</b>: <a href="/research/ai-health-human-performance/">AI for Health and Human Performance</a> and <a href="/research/ai-education-scientific-learning/">AI for Education and Scientific Learning</a>.</p>
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261    </div>
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264    
265      <div class="news">
266  <h2>News</h2>
267  <div class="table-responsive" style="max-height: 18vw" >
268      <table class="table table-sm table-borderless">
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273        <tr>
274          <th scope="row">Sep 25, 2026</th>
275          <td>
276            
277              <span style="color: blue;">
278Three papers accepted at NeurIPS 2026 Main Track, including <b>two Orals</b> (oral rate 112/30709 ≈ 0.36%) and one Poster! Congratulations to all co-authors!
279</span>
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289          <th scope="row">Aug 13, 2026</th>
290          <td>
291            
292              Serving as an Area Chair for NeurIPS 2026, AAAI 2027, ICLR 2027, and CVPR 2027!
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302          <th scope="row">Jul 18, 2026</th>
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305              <span style="color: blue;">
306One paper has been accepted at <a href="https://asia.siggraph.org/2026/" style="color: blue; text-decoration: underline;">SIGGRAPH Asia 2026</a>! Congratulations to Yixuan and all co-authors!
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317          <th scope="row">Jul 17, 2026</th>
318          <td>
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320              <span style="color: blue;">
321Received a $25,000 Anthropic AI for Science Award to advance physics-grounded generative AI for organic crystal discovery, in collaboration with <a href="https://drexel.edu/engineering/about/faculty-staff/M/mcdonald-matthew/" style="color: blue; text-decoration: underline;">Dr. Matthew McDonald</a>.
322</span>
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332          <th scope="row">Jun 29, 2026</th>
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335              <span style="color: blue;">
336Received an Outstanding Researcher Award from the <a href="https://faircenter.stanford.edu" style="color: blue; text-decoration: underline;">FAIR Center</a> at Stanford University for our work on physics-grounded video analysis for interpretable gait assessment in DCM.
337</span>
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347          <th scope="row">May 7, 2026</th>
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349            
350              Our paper “BioGait-VLM” has been provisionally accepted at <a href="https://conferences.miccai.org/2026/">MICCAI 2026</a> (Acceptance rate: 9%). Congratulations to Anthony, Yuyang, and all co-authors!
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361          <th scope="row">Mar 23, 2026</th>
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363            
364              Two papers, <a href="https://vilab-group.com/project/drawsim-pd/">DrawSim-PD</a> and <a href="https://vilab-group.com/project/sciibi/">SciIBI</a>, have been accepted by <a href="https://www.aied-conference.org/2026">AIED 2026</a>! Congratulations to Ariji, Yixuan and all co-authors.
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375          <th scope="row">Mar 10, 2026</th>
376          <td>
377            
378              Received two Drexel internal grants (2x <a href="https://drexel.edu/engineering/news-events/news/archive/2026/March/faculty-awards-carleone-longsview-grimes-2026/">Longsview Fellowship</a>)!
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388          <th scope="row">Feb 21, 2026</th>
389          <td>
390            
391              Two papers, “BioCoach” and “Bridge,” have been accepted by CVPR 2026! Congratulations to Yuyang and all co-authors!
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401          <th scope="row">Feb 6, 2026</th>
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403            
404              I am serving as an Associate Editor for <a href="https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=10206">IEEE Transactions on Information Forensics and Security (T-IFS)</a>.
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414          <th scope="row">Jan 10, 2026</th>
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417              We are organizing the First <a href="https://physhuman.github.io/">PhysHuman</a> Workshop @ CVPR 2026 (Denver), focusing on physically grounded human perception, modeling, and generation.
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427          <th scope="row">Jan 1, 2026</th>
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429            
430              Received an NVIDIA Academic Grant Program Award, supporting our research on geometry-consistent, photorealistic driving-scene generation for autonomous driving.
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440          <th scope="row">Oct 6, 2025</th>
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443              Our paper “Person Recognition in Aerial Surveillance: A Decade Survey” is accepted by IEEE T-BIOM.
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453          <th scope="row">Oct 5, 2025</th>
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455            
456              I was recognized as one of the <a href="https://iccv.thecvf.com/Conferences/2025/ProgramCommittee" target="_blank"><em>ICCV 2025 Outstanding Reviewers</em></a>.
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466          <th scope="row">Sep 2, 2025</th>
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468            
469              I am serving as an Area Chair for <a href="https://cvpr.thecvf.com/Conferences/2026">CVPR 2026</a>, <a href="https://iclr.cc/Conferences/2026">ICLR 2026</a>.
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479          <th scope="row">Jul 25, 2025</th>
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482              Received Google Cloud Research Award.
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492          <th scope="row">Jun 30, 2025</th>
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495              Received OpenAI Researcher Access Program Award.
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505          <th scope="row">Jun 25, 2025</th>
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508              Our paper “HAMoBE” is accepted by ICCV 2025.
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518          <th scope="row">May 20, 2025</th>
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521              I am serving as an Area Chair for <a href="https://bmvc2025.bmva.org/">BMVC 2025</a>, <a href="https://acmmm2025.org/">ACM MM 2025</a>, <a href="https://fg2025.ieee-biometrics.org/">FG 2025</a>, <a href="https://2025.ijcnn.org/">IJCNN 2025</a>.
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531          <th scope="row">Feb 26, 2025</th>
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534              Two papers, “SapiensID” and “AG-VPReID,” have been accepted by CVPR 2025!
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592</div>
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596    
597      <div class="publications">
598  <h2>Selected Publications</h2>
599  <ol class="bibliography"><li><div class="row">
600  <div class="col-sm-3 abbr">
601  
602    <img src="../assets/teaser/bip.png" class="teaser img-fluid z-depth-1">
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606            <abbr class="badge">NeurIPS Oral</abbr>
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611  <div id="ji2026bip" class="col-sm-9">
612    
613      <div class="title">Non-Colliding Biometric Identities for Digital Entities: Geometry, Capacity, and Million-Scale Virtual Identity Provisioning</div>
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633                <a href="https://steins45.github.io/" target="_blank">Yuyang Ji</a>,
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723              and Feng Liu
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730      <div class="periodical">
731      
732        <em>Advances in Neural Information Processing Systems</em>
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735        (<b>NeurIPS Oral</b>)
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737      
738      , 2026
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740      </div>
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743    <div class="links">
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746      <a href="https://arxiv.org/abs/2605.18238" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
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767  </div>
768</div>
769</li>
770<li><div class="row">
771  <div class="col-sm-3 abbr">
772  
773    <img src="../assets/teaser/paper_siggraphA26.png" class="teaser img-fluid z-depth-1">
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777            <abbr class="badge">SIGGRAPH Asia</abbr>
778        
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780  </div>
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782  <div id="Shen2026siggraphA" class="col-sm-9">
783    
784      <div class="title">MyoFLAME: Inverse-Physics Muscle Activation for Statistical 3D Face Models</div>
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827                <a href="https://steins45.github.io/" target="_blank">Yuyang Ji</a>,
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851                
852                <a href="https://wangren09.github.io/" target="_blank">Ren Wang</a>,
853                
854              
855            
856          
857        
858          
859          
860          
861          
862            
863              
864                
865                
866          
867          
868          
869          
870          
871          
872            
873              
874                
875                <a href="https://kaidixu.com/" target="_blank">Kaidi Xu</a>,
876                
877              
878            
879          
880        
881          
882          
883          
884          
885            
886              
887            
888          
889          
890          
891          
892          
893          
894            
895              
896              and Feng Liu
897              
898            
899          
900        
901      </div>
902
903      <div class="periodical">
904      
905        <em>ACM SIGGRAPH Asia Conference on Computer Graphics and Interactive Techniques</em>
906      
907      
908        (<b>SIGGRAPH Asia</b>)
909      
910      
911      , 2026
912      
913      </div>
914    
915
916    <div class="links">
917    
918      
919      <a href="/assets/pdf/" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
920      
921    
922    
923    
924    
925    
926    
927    
928    
929    
930    
931    
932    
933    </div>
934
935    <!-- Hidden abstract block -->
936    
937
938    <!-- Hidden bibtex block -->
939    
940  </div>
941</div>
942</li>
943<li><div class="row">
944  <div class="col-sm-3 abbr">
945  
946    <img src="../assets/teaser/biogait.png" class="teaser img-fluid z-depth-1">
947  
948  
949        
950            <abbr class="badge">MICCAI</abbr>
951        
952  
953  </div>
954
955  <div id="ji2026biocoach" class="col-sm-9">
956    
957      <div class="title">BioGait-VLM: A Tri-Modal Vision-Language-Biomechanics Framework for Interpretable Clinical Gait Assessment</div>
958      <div class="author">
959        
960          
961          
962          
963          
964            
965              
966                
967                
968          
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970          
971          
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974            
975              
976                
977                <a href="https://www.chenerdong.com/" target="_blank">Erdong Chen*</a>,
978                
979              
980            
981          
982        
983          
984          
985          
986          
987            
988              
989                
990                
991          
992          
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996          
997            
998              
999                
1000                <a href="https://steins45.github.io/" target="_blank">Yuyang Ji*</a>,
1001                
1002              
1003            
1004          
1005        
1006          
1007          
1008          
1009          
1010            
1011              
1012                
1013                
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1019          
1020            
1021              
1022                
1023                <a href="https://neurosurgery.wustl.edu/people/jacob-greenberg-md-ms/" target="_blank">Jacob K. Greenberg</a>,
1024                
1025              
1026            
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1035                
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1043            
1044              
1045                
1046                <a href="https://sites.wustl.edu/greenberglab/people/benjamin-steel-bs/" target="_blank">Benjamin Steel</a>,
1047                
1048              
1049            
1050          
1051        
1052          
1053          
1054          
1055          
1056          
1057          
1058          
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1061            
1062              
1063                
1064                    Faraz Arkam,
1065                
1066              
1067            
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1069        
1070          
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1074            
1075              
1076                
1077                
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1081          
1082          
1083          
1084            
1085              
1086                
1087                <a href="https://datasciences.wustl.edu/people/abigail-lewis/" target="_blank">Abigail Lewis</a>,
1088                
1089              
1090            
1091          
1092        
1093          
1094          
1095          
1096          
1097            
1098              
1099                
1100                
1101          
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1106          
1107            
1108              
1109                
1110                <a href="https://sites.wustl.edu/greenberglab/people/pranay-singh/" target="_blank">Pranay Singh</a>,
1111                
1112              
1113            
1114          
1115        
1116          
1117          
1118          
1119          
1120            
1121              
1122            
1123          
1124          
1125          
1126          
1127          
1128          
1129            
1130              
1131              and Feng Liu
1132              
1133            
1134          
1135        
1136      </div>
1137
1138      <div class="periodical">
1139      
1140        <em>International Conference on Medical Image Computing and Computer Assisted Intervention</em>
1141      
1142      
1143        (<b>MICCAI</b>)
1144      
1145      
1146      , 2026
1147      
1148      </div>
1149    
1150
1151    <div class="links">
1152    
1153      
1154      <a href="https://arxiv.org/abs/2603.08564" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
1155      
1156    
1157    
1158    
1159    
1160    
1161    
1162    
1163    
1164    
1165    
1166    
1167    
1168    </div>
1169
1170    <!-- Hidden abstract block -->
1171    
1172
1173    <!-- Hidden bibtex block -->
1174    
1175  </div>
1176</div>
1177</li>
1178<li><div class="row">
1179  <div class="col-sm-3 abbr">
1180  
1181    <img src="../assets/teaser/biocoach.png" class="teaser img-fluid z-depth-1">
1182  
1183  
1184        
1185            <abbr class="badge">CVPR</abbr>
1186        
1187  
1188  </div>
1189
1190  <div id="ji2026biocoaci" class="col-sm-9">
1191    
1192      <div class="title">From 3D Pose to Prose: Biomechanics-Grounded Vision-Language Coaching</div>
1193      <div class="author">
1194        
1195          
1196          
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1198          
1199            
1200              
1201                
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1206          
1207          
1208          
1209            
1210              
1211                
1212                <a href="https://steins45.github.io/" target="_blank">Yuyang Ji</a>,
1213                
1214              
1215            
1216          
1217        
1218          
1219          
1220          
1221          
1222            
1223              
1224                
1225                
1226          
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1228          
1229          
1230          
1231          
1232            
1233              
1234                
1235                <a href="https://www.yixuanshen.com/" target="_blank">Yixuan Shen</a>,
1236                
1237              
1238            
1239          
1240        
1241          
1242          
1243          
1244          
1245            
1246              
1247                
1248                
1249          
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1251          
1252          
1253          
1254          
1255            
1256              
1257                
1258                <a href="https://shngjz.github.io/" target="_blank">Shengjie Zhu</a>,
1259                
1260              
1261            
1262          
1263        
1264          
1265          
1266          
1267          
1268            
1269              
1270                
1271                
1272          
1273          
1274          
1275          
1276          
1277          
1278            
1279              
1280                
1281                <a href="https://www.egr.msu.edu/~yukong/" target="_blank">Yu Kong</a>,
1282                
1283              
1284            
1285          
1286        
1287          
1288          
1289          
1290          
1291            
1292              
1293            
1294          
1295          
1296          
1297          
1298          
1299          
1300            
1301              
1302              and Feng Liu
1303              
1304            
1305          
1306        
1307      </div>
1308
1309      <div class="periodical">
1310      
1311        <em>IEEE/CVF Computer Vision and Pattern Recognition</em>
1312      
1313      
1314        (<b>CVPR</b>)
1315      
1316      
1317      , 2026
1318      
1319      </div>
1320    
1321
1322    <div class="links">
1323    
1324      
1325      <a href="https://arxiv.org/abs/2603.26938" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
1326      
1327    
1328    
1329    
1330    
1331    
1332    
1333    
1334    
1335    
1336    
1337    
1338    
1339    </div>
1340
1341    <!-- Hidden abstract block -->
1342    
1343
1344    <!-- Hidden bibtex block -->
1345    
1346  </div>
1347</div>
1348</li>
1349<li><div class="row">
1350  <div class="col-sm-3 abbr">
1351  
1352    <img src="../assets/teaser/paper_cvpr26_bridge.png" class="teaser img-fluid z-depth-1">
1353  
1354  
1355        
1356            <abbr class="badge">CVPR</abbr>
1357        
1358  
1359  </div>
1360
1361  <div id="hong2026bridge" class="col-sm-9">
1362    
1363      <div class="title">Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization</div>
1364      <div class="author">
1365        
1366          
1367          
1368          
1369          
1370            
1371              
1372                
1373                
1374          
1375          
1376          
1377          
1378          
1379          
1380            
1381              
1382                
1383                <a href="https://mingbohong.github.io/" target="_blank">Mingbo Hong</a>,
1384                
1385              
1386            
1387          
1388        
1389          
1390          
1391          
1392          
1393            
1394              
1395            
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1400          
1401          
1402            
1403              
1404                Feng Liu,
1405              
1406            
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1414              
1415                
1416                
1417          
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1422          
1423            
1424              
1425                
1426                <a href="https://research.utwente.nl/en/persons/caroline-gevaert/" target="_blank">Caroline Gevaert</a>,
1427                
1428              
1429            
1430          
1431        
1432          
1433          
1434          
1435          
1436            
1437              
1438                
1439                
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1443          
1444          
1445          
1446            
1447              
1448                
1449                <a href="https://people.utwente.nl/george.vosselman" target="_blank">George Vosselman</a>,
1450                
1451              
1452            
1453          
1454        
1455          
1456          
1457          
1458          
1459            
1460              
1461            
1462              
1463                
1464                
1465          
1466          
1467          
1468          
1469          
1470          
1471            
1472              
1473                
1474                and <a href="https://people.utwente.nl/h.cheng-2" target="_blank">Hao Cheng</a>
1475                
1476              
1477            
1478          
1479        
1480      </div>
1481
1482      <div class="periodical">
1483      
1484        <em>IEEE/CVF Computer Vision and Pattern Recognition</em>
1485      
1486      
1487        (<b>CVPR</b>)
1488      
1489      
1490      , 2026
1491      
1492      </div>
1493    
1494
1495    <div class="links">
1496    
1497      
1498      <a href="https://arxiv.org/abs/2604.26820" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
1499      
1500    
1501    
1502    
1503    
1504    
1505    
1506    
1507    
1508    
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1510    
1511    
1512    </div>
1513
1514    <!-- Hidden abstract block -->
1515    
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1517    <!-- Hidden bibtex block -->
1518    
1519  </div>
1520</div>
1521</li>
1522<li><div class="row">
1523  <div class="col-sm-3 abbr">
1524  
1525    <img src="../assets/teaser/paper_aied26_drawsim_pd.png" class="teaser img-fluid z-depth-1">
1526  
1527  
1528        
1529            <abbr class="badge">AIED</abbr>
1530        
1531  
1532  </div>
1533
1534  <div id="chakma2026aied" class="col-sm-9">
1535    
1536      <div class="title">DrawSim-PD: Simulating Student Science Drawings to Support NGSS-Aligned Teacher Diagnostic Reasoning</div>
1537      <div class="author">
1538        
1539          
1540          
1541          
1542          
1543            
1544              
1545                
1546                
1547          
1548          
1549          
1550          
1551          
1552          
1553            
1554              
1555                
1556                <a href="https://www.arijichakma.com/" target="_blank">Arijit Chakma</a>,
1557                
1558              
1559            
1560          
1561        
1562          
1563          
1564          
1565          
1566            
1567              
1568                
1569                
1570          
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1573          
1574          
1575          
1576            
1577              
1578                
1579                <a href="https://ceshs.wsu.edu/ceshs-directory/wsu-profile/peng.he/" target="_blank">Peng He</a>,
1580                
1581              
1582            
1583          
1584        
1585          
1586          
1587          
1588          
1589            
1590              
1591            
1592              
1593            
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1600            
1601              
1602                
1603                    Zeyuan Wang,
1604                
1605              
1606            
1607          
1608        
1609          
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1612          
1613            
1614              
1615            
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1622            
1623              
1624                
1625                    Honglu Liu,
1626                
1627              
1628            
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1630        
1631          
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1635            
1636              
1637                
1638                
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1644          
1645            
1646              
1647                
1648                <a href="https://ceshs.wsu.edu/ceshs-directory/wsu-profile/tingting.li1/" target="_blank">Tingting Li</a>,
1649                
1650              
1651            
1652          
1653        
1654          
1655          
1656          
1657          
1658            
1659              
1660                
1661                
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1664          
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1666          
1667          
1668            
1669              
1670                
1671                <a href="https://drexel.edu/cci/about/directory/D/Do-Tiffany-D/" target="_blank">Tiffany D. Do</a>,
1672                
1673              
1674            
1675          
1676        
1677          
1678          
1679          
1680          
1681            
1682              
1683            
1684          
1685          
1686          
1687          
1688          
1689          
1690            
1691              
1692              and Feng Liu
1693              
1694            
1695          
1696        
1697      </div>
1698
1699      <div class="periodical">
1700      
1701        <em>International Conference on AI in Education</em>
1702      
1703      
1704        (<b>AIED</b>)
1705      
1706      
1707      , 2026
1708      
1709      </div>
1710    
1711
1712    <div class="links">
1713    
1714      
1715      <a href="https://arxiv.org/abs/2602.01578" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
1716      
1717    
1718    
1719    
1720    
1721    
1722    
1723    
1724    
1725    
1726    
1727    
1728    
1729    </div>
1730
1731    <!-- Hidden abstract block -->
1732    
1733
1734    <!-- Hidden bibtex block -->
1735    
1736  </div>
1737</div>
1738</li>
1739<li><div class="row">
1740  <div class="col-sm-3 abbr">
1741  
1742    <img src="../assets/teaser/paper_aied26_scibi.png" class="teaser img-fluid z-depth-1">
1743  
1744  
1745        
1746            <abbr class="badge">AIED</abbr>
1747        
1748  
1749  </div>
1750
1751  <div id="shen2026aied" class="col-sm-9">
1752    
1753      <div class="title">Can Multimodal LLMs "See" Science Instruction? Benchmarking Pedagogical Reasoning in K-12 Classroom Videos</div>
1754      <div class="author">
1755        
1756          
1757          
1758          
1759          
1760            
1761              
1762                
1763                
1764          
1765          
1766          
1767          
1768          
1769          
1770            
1771              
1772                
1773                <a href="https://www.yixuanshen.com/" target="_blank">Yixuan Shen*</a>,
1774                
1775              
1776            
1777          
1778        
1779          
1780          
1781          
1782          
1783            
1784              
1785                
1786                
1787          
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1791          
1792          
1793            
1794              
1795                
1796                <a href="https://ceshs.wsu.edu/ceshs-directory/wsu-profile/peng.he/" target="_blank">Peng He*</a>,
1797                
1798              
1799            
1800          
1801        
1802          
1803          
1804          
1805          
1806            
1807              
1808            
1809          
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1815            
1816              
1817                
1818                    Honglu Liu,
1819                
1820              
1821            
1822          
1823        
1824          
1825          
1826          
1827          
1828          
1829          
1830          
1831          
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1833            
1834              
1835                
1836                    Jinxuan Fan,
1837                
1838              
1839            
1840          
1841        
1842          
1843          
1844          
1845          
1846            
1847              
1848                
1849                
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1852          
1853          
1854          
1855          
1856            
1857              
1858                
1859                <a href="https://steins45.github.io/" target="_blank">Yuyang Ji</a>,
1860                
1861              
1862            
1863          
1864        
1865          
1866          
1867          
1868          
1869            
1870              
1871                
1872                
1873          
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1877          
1878          
1879            
1880              
1881                
1882                <a href="https://ceshs.wsu.edu/ceshs-directory/wsu-profile/tingting.li1/" target="_blank">Tingting Li</a>,
1883                
1884              
1885            
1886          
1887        
1888          
1889          
1890          
1891          
1892            
1893              
1894                
1895                
1896          
1897          
1898          
1899          
1900          
1901          
1902            
1903              
1904                
1905                <a href="https://tianlong-chen.github.io/" target="_blank">Tianlong Chen</a>,
1906                
1907              
1908            
1909          
1910        
1911          
1912          
1913          
1914          
1915            
1916              
1917                
1918                
1919          
1920          
1921          
1922          
1923          
1924          
1925            
1926              
1927                
1928                <a href="https://kaidixu.com/" target="_blank">Kaidi Xu</a>,
1929                
1930              
1931            
1932          
1933        
1934          
1935          
1936          
1937          
1938            
1939              
1940            
1941          
1942          
1943          
1944          
1945          
1946          
1947            
1948              
1949              and Feng Liu
1950              
1951            
1952          
1953        
1954      </div>
1955
1956      <div class="periodical">
1957      
1958        <em>International Conference on AI in Education</em>
1959      
1960      
1961        (<b>AIED</b>)
1962      
1963      
1964      , 2026
1965      
1966      </div>
1967    
1968
1969    <div class="links">
1970    
1971      
1972      <a href="https://arxiv.org/abs/2602.18466" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
1973      
1974    
1975    
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1986    </div>
1987
1988    <!-- Hidden abstract block -->
1989    
1990
1991    <!-- Hidden bibtex block -->
1992    
1993  </div>
1994</div>
1995</li>
1996<li><div class="row">
1997  <div class="col-sm-3 abbr">
1998  
1999    <img src="../assets/teaser/paper_iccv25.png" class="teaser img-fluid z-depth-1">
2000  
2001  
2002        
2003            <abbr class="badge">ICCV</abbr>
2004        
2005  
2006  </div>
2007
2008  <div id="shi2025hamobe" class="col-sm-9">
2009    
2010      <div class="title">HAMoBE: Hierarchical and Adaptive Mixture of Biometric Experts for Video-based Person ReID</div>
2011      <div class="author">
2012        
2013          
2014          
2015          
2016          
2017            
2018              
2019                
2020                
2021          
2022          
2023          
2024          
2025          
2026          
2027            
2028              
2029                
2030                <a href="https://cse.msu.edu/~suyiyan1/" target="_blank">Yiyang Su*</a>,
2031                
2032              
2033            
2034          
2035        
2036          
2037          
2038          
2039          
2040          
2041          
2042          
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2045            
2046              
2047                
2048                    Yunping Shi*,
2049                
2050              
2051            
2052          
2053        
2054          
2055          
2056          
2057          
2058            
2059              
2060            
2061          
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2064          
2065          
2066          
2067            
2068              
2069                Feng Liu,
2070              
2071            
2072          
2073        
2074          
2075          
2076          
2077          
2078            
2079              
2080                
2081                
2082          
2083          
2084          
2085          
2086          
2087          
2088            
2089              
2090                
2091                and <a href="https://cs.unc.edu/person/xiaoming-liu/" target="_blank">Xiaoming Liu</a>
2092                
2093              
2094            
2095          
2096        
2097      </div>
2098
2099      <div class="periodical">
2100      
2101        <em>IEEE/CVF International Conference on Computer Vision</em>
2102      
2103      
2104        (<b>ICCV</b>)
2105      
2106      
2107      , 2025
2108      
2109      </div>
2110    
2111
2112    <div class="links">
2113    
2114      
2115      <a href="https://www.arxiv.org/pdf/2508.05038" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
2116      
2117    
2118    
2119    
2120    
2121    
2122    
2123    
2124    
2125    
2126    
2127    
2128    
2129    </div>
2130
2131    <!-- Hidden abstract block -->
2132    
2133
2134    <!-- Hidden bibtex block -->
2135    
2136  </div>
2137</div>
2138</li>
2139<li><div class="row">
2140  <div class="col-sm-3 abbr">
2141  
2142    <img src="../assets/teaser/paper_pami25.png" class="teaser img-fluid z-depth-1">
2143  
2144  
2145        
2146            <abbr class="badge">arXiv</abbr>
2147        
2148  
2149  </div>
2150
2151  <div id="msu2025farsight" class="col-sm-9">
2152    
2153      <div class="title">Person Recognition at Altitude and Range: Fusion of Face, Body Shape and Gait</div>
2154      <div class="author">
2155        
2156          
2157          
2158          
2159          
2160            
2161              
2162            
2163          
2164          
2165          
2166          
2167          
2168          
2169            
2170              
2171                Feng Liu,
2172              
2173            
2174          
2175        
2176          
2177          
2178          
2179          
2180            
2181              
2182                
2183                
2184          
2185          
2186          
2187          
2188          
2189          
2190            
2191              
2192                
2193                <a href="https://nchimitt.github.io/" target="_blank">Nicholas Chimitt</a>,
2194                
2195              
2196            
2197          
2198        
2199          
2200          
2201          
2202          
2203            
2204              
2205                
2206                
2207          
2208          
2209          
2210          
2211          
2212          
2213            
2214              
2215                
2216                <a href="https://guolanqing.github.io/" target="_blank">Lanqing Guo</a>,
2217                
2218              
2219            
2220          
2221        
2222          
2223          
2224          
2225          
2226            
2227              
2228            
2229              
2230                
2231                
2232          
2233          
2234          
2235          
2236          
2237          
2238            
2239              
2240                
2241                <a href="https://praeclarumjj3.github.io/" target="_blank">Jitesh Jain</a>,
2242                
2243              
2244            
2245          
2246        
2247          
2248          
2249          
2250          
2251            
2252              
2253                
2254                
2255          
2256          
2257          
2258          
2259          
2260          
2261            
2262              
2263                
2264                <a href="https://adityakane2001.github.io/" target="_blank">Aditya Kane</a>,
2265                
2266              
2267            
2268          
2269        
2270          
2271          
2272          
2273          
2274            
2275              
2276                
2277                
2278          
2279          
2280          
2281          
2282          
2283          
2284            
2285              
2286                
2287                <a href="https://mckim.dev/" target="_blank">Minchul Kim</a>,
2288                
2289              
2290            
2291          
2292        
2293          
2294          
2295          
2296          
2297            
2298              
2299                
2300                
2301          
2302          
2303          
2304          
2305          
2306          
2307            
2308              
2309                
2310                <a href="https://wes-robbins.xyz/" target="_blank">Wes Robbins</a>,
2311                
2312              
2313            
2314          
2315        
2316          
2317          
2318          
2319          
2320            
2321              
2322                
2323                
2324          
2325          
2326          
2327          
2328          
2329          
2330            
2331              
2332                
2333                <a href="https://cse.msu.edu/~suyiyan1/" target="_blank">Yiyang Su</a>,
2334                
2335              
2336            
2337          
2338        
2339          
2340          
2341          
2342          
2343            
2344              
2345                
2346                
2347          
2348          
2349          
2350          
2351          
2352          
2353            
2354              
2355                
2356                <a href="https://bugjudger.github.io/" target="_blank">Dingqiang Ye</a>,
2357                
2358              
2359            
2360          
2361        
2362          
2363          
2364          
2365          
2366            
2367              
2368                
2369                
2370          
2371          
2372          
2373          
2374          
2375          
2376            
2377              
2378                
2379                <a href="https://xg416.github.io/" target="_blank">Xingguang Zhang</a>,
2380                
2381              
2382            
2383          
2384        
2385          
2386          
2387          
2388          
2389            
2390              
2391            
2392          
2393          
2394          
2395          
2396          
2397          
2398            
2399              
2400                
2401                    Jie Zhu,
2402                
2403              
2404            
2405          
2406        
2407          
2408          
2409          
2410          
2411            
2412              
2413                
2414                
2415          
2416          
2417          
2418          
2419          
2420          
2421            
2422              
2423                
2424                <a href="https://engineering.msu.edu/faculty/siddharth-satyakam" target="_blank">
2424Siddharth Satyakam</a>,
2425                
2426              
2427            
2428          
2429        
2430          
2431          
2432          
2433          
2434          
2435          
2436          
2437          
2438          
2439            
2440              
2441                
2442                    Christopher Perry,
2443                
2444              
2445            
2446          
2447        
2448          
2449          
2450          
2451          
2452            
2453              
2454                
2455                
2456          
2457          
2458          
2459          
2460          
2461          
2462            
2463              
2464                
2465                <a href="https://engineering.purdue.edu/ChanGroup/stanleychan.html" target="_blank">Stanley Chan</a>,
2466                
2467              
2468            
2469          
2470        
2471          
2472          
2473          
2474          
2475            
2476              
2477                
2478                
2479          
2480          
2481          
2482          
2483          
2484          
2485            
2486              
2487                
2488                <a href="https://rossarun.wixsite.com/arun-ross" target="_blank">Arun Ross</a>,
2489                
2490              
2491            
2492          
2493        
2494          
2495          
2496          
2497          
2498            
2499              
2500                
2501                
2502          
2503          
2504          
2505          
2506          
2507          
2508            
2509              
2510                
2511                <a href="https://www.humphreyshi.com/" target="_blank">Humphrey Shi</a>,
2512                
2513              
2514            
2515          
2516        
2517          
2518          
2519          
2520          
2521            
2522              
2523                
2524                
2525          
2526          
2527          
2528          
2529          
2530          
2531            
2532              
2533                
2534                <a href="https://ece.utexas.edu/people/faculty/atlas-wang" target="_blank">Zhangyang Wang</a>,
2535                
2536              
2537            
2538          
2539        
2540          
2541          
2542          
2543          
2544            
2545              
2546                
2547                
2548          
2549          
2550          
2551          
2552          
2553          
2554            
2555              
2556                
2557                <a href="https://www.cse.msu.edu/~jain/" target="_blank">Anil Jain</a>,
2558                
2559              
2560            
2561          
2562        
2563          
2564          
2565          
2566          
2567            
2568              
2569                
2570                
2571          
2572          
2573          
2574          
2575          
2576          
2577            
2578              
2579                
2580                and <a href="https://cs.unc.edu/person/xiaoming-liu/" target="_blank">Xiaoming Liu</a>
2581                
2582              
2583            
2584          
2585        
2586      </div>
2587
2588      <div class="periodical">
2589      
2590        <em>arXiv preprint</em>
2591      
2592      
2593        (<b>arXiv</b>)
2594      
2595      
2596      , 2025
2597      
2598      </div>
2599    
2600
2601    <div class="links">
2602    
2603      
2604      <a href="https://arxiv.org/abs/2505.04616" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
2605      
2606    
2607    
2608    
2609    
2610    
2611    
2612    
2613    
2614    
2615    
2616    
2617    
2618    </div>
2619
2620    <!-- Hidden abstract block -->
2621    
2622
2623    <!-- Hidden bibtex block -->
2624    
2625  </div>
2626</div>
2627</li>
2628<li><div class="row">
2629  <div class="col-sm-3 abbr">
2630  
2631    <img src="../assets/teaser/paper_cvpr25_agvpreid.png" class="teaser img-fluid z-depth-1">
2632  
2633  
2634        
2635            <abbr class="badge">CVPR</abbr>
2636        
2637  
2638  </div>
2639
2640  <div id="nguyen2025agvpreid" class="col-sm-9">
2641    
2642      <div class="title">AG-VPReID: A Challenging Large-Scale Benchmark for Aerial-Ground Video-based Person Re-Identification</div>
2643      <div class="author">
2644        
2645          
2646          
2647          
2648          
2649            
2650              
2651            
2652          
2653          
2654          
2655          
2656          
2657          
2658            
2659              
2660                
2661                    Huy Nguyen,
2662                
2663              
2664            
2665          
2666        
2667          
2668          
2669          
2670          
2671            
2672              
2673                
2674                
2675          
2676          
2677          
2678          
2679          
2680          
2681            
2682              
2683                
2684                <a href="https://www.qut.edu.au/about/our-people/academic-profiles/k.nguyenthanh" target="_blank">Kien Nguyen</a>,
2685                
2686              
2687            
2688          
2689        
2690          
2691          
2692          
2693          
2694            
2695              
2696                
2697                
2698          
2699          
2700          
2701          
2702          
2703          
2704            
2705              
2706                
2707                <a href="https://www.qut.edu.au/about/our-people/academic-profiles/a.thondilege" target="_blank">Akila Pemasiri</a>,
2708                
2709              
2710            
2711          
2712        
2713          
2714          
2715          
2716          
2717            
2718              
2719            
2720          
2721          
2722          
2723          
2724          
2725          
2726            
2727              
2728                Feng Liu,
2729              
2730            
2731          
2732        
2733          
2734          
2735          
2736          
2737            
2738              
2739                
2740                
2741          
2742          
2743          
2744          
2745          
2746          
2747            
2748              
2749                
2750                <a href="https://www.qut.edu.au/about/our-people/academic-profiles/s.sridharan" target="_blank">Sridha Sridharan</a>,
2751                
2752              
2753            
2754          
2755        
2756          
2757          
2758          
2759          
2760            
2761              
2762                
2763                
2764          
2765          
2766          
2767          
2768          
2769          
2770            
2771              
2772                
2773                and <a href="https://www.qut.edu.au/about/our-people/academic-profiles/c.fookes" target="_blank">Clinton Fookes</a>
2774                
2775              
2776            
2777          
2778        
2779      </div>
2780
2781      <div class="periodical">
2782      
2783        <em>IEEE/CVF Computer Vision and Pattern Recognition</em>
2784      
2785      
2786        (<b>CVPR</b>)
2787      
2788      
2789      , 2025
2790      
2791      </div>
2792    
2793
2794    <div class="links">
2795    
2796      
2797      <a href="https://arxiv.org/abs/2503.08121" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
2798      
2799    
2800    
2801    
2802    
2803    
2804    
2805    
2806    
2807    
2808    
2809    
2810    
2811      <a href="https://github.com/agvpreid25/AG-VPReID-Net" class="btn btn-sm z-depth-0" role="button" target="_blank">Website</a>
2812    
2813    </div>
2814
2815    <!-- Hidden abstract block -->
2816    
2817
2818    <!-- Hidden bibtex block -->
2819    
2820  </div>
2821</div>
2822</li>
2823<li><div class="row">
2824  <div class="col-sm-3 abbr">
2825  
2826    <img src="../assets/teaser/paper_cvpr25_sapiensid.png" class="teaser img-fluid z-depth-1">
2827  
2828  
2829        
2830            <abbr class="badge">CVPR</abbr>
2831        
2832  
2833  </div>
2834
2835  <div id="kim2025sapiensid" class="col-sm-9">
2836    
2837      <div class="title">SapiensID: Foundation for Human Recognition</div>
2838      <div class="author">
2839        
2840          
2841          
2842          
2843          
2844            
2845              
2846                
2847                
2848          
2849          
2850          
2851          
2852          
2853          
2854            
2855              
2856                
2857                <a href="https://mckim.dev/" target="_blank">Minchul Kim</a>,
2858                
2859              
2860            
2861          
2862        
2863          
2864          
2865          
2866          
2867            
2868              
2869                
2870                
2871          
2872          
2873          
2874          
2875          
2876          
2877            
2878              
2879                
2880                <a href="https://bugjudger.github.io/" target="_blank">Dingqiang Ye</a>,
2881                
2882              
2883            
2884          
2885        
2886          
2887          
2888          
2889          
2890            
2891              
2892                
2893                
2894          
2895          
2896          
2897          
2898          
2899          
2900            
2901              
2902                
2903                <a href="https://cse.msu.edu/~suyiyan1/" target="_blank">Yiyang Su</a>,
2904                
2905              
2906            
2907          
2908        
2909          
2910          
2911          
2912          
2913            
2914              
2915            
2916          
2917          
2918          
2919          
2920          
2921          
2922            
2923              
2924                Feng Liu,
2925              
2926            
2927          
2928        
2929          
2930          
2931          
2932          
2933            
2934              
2935                
2936                
2937          
2938          
2939          
2940          
2941          
2942          
2943            
2944              
2945                
2946                and <a href="https://cs.unc.edu/person/xiaoming-liu/" target="_blank">Xiaoming Liu</a>
2947                
2948              
2949            
2950          
2951        
2952      </div>
2953
2954      <div class="periodical">
2955      
2956        <em>IEEE/CVF Computer Vision and Pattern Recognition</em>
2957      
2958      
2959        (<b>CVPR</b>)
2960      
2961      
2962      , 2025
2963      
2964      </div>
2965    
2966
2967    <div class="links">
2968    
2969      
2970      <a href="https://arxiv.org/abs/2504.04708" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
2971      
2972    
2973    
2974    
2975    
2976    
2977    
2978    
2979    
2980    
2981    
2982    
2983    
2984    </div>
2985
2986    <!-- Hidden abstract block -->
2987    
2988
2989    <!-- Hidden bibtex block -->
2990    
2991  </div>
2992</div>
2993</li>
2994<li><div class="row">
2995  <div class="col-sm-3 abbr">
2996  
2997    <img src="../assets/teaser/paper_cvpr25_survey.png" class="teaser img-fluid z-depth-1">
2998  
2999  
3000        
3001            <abbr class="badge">CVPR</abbr>
3002        
3003  
3004  </div>
3005
3006  <div id="dong2025survey" class="col-sm-9">
3007    
3008      <div class="title">Securing the Skies: A Comprehensive Survey on Anti-UAV Methods, Benchmarking, and Future Directions</div>
3009      <div class="author">
3010        
3011          
3012          
3013          
3014          
3015          
3016          
3017          
3018          
3019          
3020            
3021              
3022                
3023                    Yifei Dong,
3024                
3025              
3026            
3027          
3028        
3029          
3030          
3031          
3032          
3033            
3034              
3035                
3036                
3037          
3038          
3039          
3040          
3041          
3042          
3043            
3044              
3045                
3046                <a href="https://fengyiwu98.github.io/" target="_blank">Fengyi Wu</a>,
3047                
3048              
3049            
3050          
3051        
3052          
3053          
3054          
3055          
3056            
3057              
3058            
3059          
3060          
3061          
3062          
3063          
3064          
3065            
3066              
3067                
3068                    Sanjian Zhang,
3069                
3070              
3071            
3072          
3073        
3074          
3075          
3076          
3077          
3078            
3079              
3080            
3081              
3082            
3083          
3084          
3085          
3086          
3087          
3088          
3089            
3090              
3091                
3092                    Guangyu Chen,
3093                
3094              
3095            
3096          
3097        
3098          
3099          
3100          
3101          
3102          
3103          
3104          
3105          
3106          
3107            
3108              
3109                
3110                    Yuzhi Hu,
3111                
3112              
3113            
3114          
3115        
3116          
3117          
3118          
3119          
3120            
3121              
3122                
3123                
3124          
3125          
3126          
3127          
3128          
3129          
3130            
3131              
3132                
3133                <a href="https://masumiyano.github.io/" target="_blank">Masumi Yano</a>,
3134                
3135              
3136            
3137          
3138        
3139          
3140          
3141          
3142          
3143          
3144          
3145          
3146          
3147          
3148            
3149              
3150                
3151                    Jingdong Sun,
3152                
3153              
3154            
3155          
3156        
3157          
3158          
3159          
3160          
3161            
3162              
3163                
3164                
3165          
3166          
3167          
3168          
3169          
3170          
3171            
3172              
3173                
3174                <a href="https://siyuhuang.github.io/" target="_blank">Siyu Huang</a>,
3175                
3176              
3177            
3178          
3179        
3180          
3181          
3182          
3183          
3184            
3185              
3186            
3187          
3188          
3189          
3190          
3191          
3192          
3193            
3194              
3195                Feng Liu,
3196              
3197            
3198          
3199        
3200          
3201          
3202          
3203          
3204            
3205              
3206                
3207                
3208          
3209          
3210          
3211          
3212          
3213          
3214            
3215              
3216                
3217                <a href="https://daiqi1989.github.io/" target="_blank">Qi Dai</a>,
3218                
3219              
3220            
3221          
3222        
3223          
3224          
3225          
3226          
3227            
3228              
3229                
3230                
3231          
3232          
3233          
3234          
3235          
3236          
3237            
3238              
3239                
3240                and <a href="https://faculty.washington.edu/zhiqics/" target="_blank">Zhi-Qi Cheng</a>
3241                
3242              
3243            
3244          
3245        
3246      </div>
3247
3248      <div class="periodical">
3249      
3250        <em>IEEE/CVF Computer Vision and Pattern Recognition</em>
3251      
3252      
3253        (<b>CVPR</b>)
3254      
3255      
3256      , 2025
3257      
3258      </div>
3259    
3260
3261    <div class="links">
3262    
3263      
3264      <a href="https://arxiv.org/abs/2504.11967" class="btn btn-sm z-depth-0" role="button" target="_blank">PDF</a>
3265      
3266    
3267    
3268    
3269    
3270    
3271    
3272    
3273    
3274    
3275    
3276    
3277    
3278    </div>
3279
3280    <!-- Hidden abstract block -->
3281    
3282
3283    <!-- Hidden bibtex block -->
3284    
3285  </div>
3286</div>
3287</li></ol>
3288</div>
3289
3290    
3291
3292    
3293  </article>
3294
3295</div>
3296
3297    </div>
3298
3299    <!-- Footer -->
3300
3301    
3302<footer class="sticky-bottom mt-5">
3303  <div class="container">
3304    <div style="text-align: center; margin: 8px 0 4px;">
3305      <a href="https://mapmyvisitors.com/web/1c8i0" title="Visitor map" target="_blank" rel="noopener">
3306        <img src="https://mapmyvisitors.com/map.png?d=yD_voZqnAan_EpoyXqPinc3gO7SDVOs_Jvi3nUr35WY&cl=ffffff" alt="Visitor map" style="max-width: 200px; width: 100%; height: auto;">
3307      </a>
3308    </div>
3309    &copy; Copyright 2026 Feng  Liu.
3310    
3311    
3312    
3313    Last updated: September 28, 2026.
3314    
3315  </div>
3316</footer>
3317
3318
3319
3320  </body>
3321
3322  <!-- jQuery -->
3323<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.5.1/jquery.min.js" integrity="sha512-bLT0Qm9VnAYZDflyKcBaQ2gg0hSYNQrJ8RilYldYQ1FxQYoCLtUjuuRuZo+fjqhx/qtq/1itJ0C2ejDxltZVFg==" crossorigin="anonymous"></script>
3323
3324
3325  <!-- Bootsrap & MDB scripts -->
3326<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/2.4.4/umd/popper.min.js" integrity="sha512-eUQ9hGdLjBjY3F41CScH3UX+4JDSI9zXeroz7hJ+RteoCaY+GP/LDoM8AO+Pt+DRFw3nXqsjh9Zsts8hnYv8/A==" crossorigin="anonymous"></script>
vendor: 1 bytes, line 3326
3326
3327<script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.2/js/bootstrap.min.js" integrity="sha512-M5KW3ztuIICmVIhjSqXe01oV2bpe248gOxqmlcYrEzAvws7Pw3z6BK0iGbrwvdrUQUhi3eXgtxp5I8PDo9YfjQ==" crossorigin="anonymous"></script>
vendor: 1 bytes, line 3327
3327
3328<script src="https://cdnjs.cloudflare.com/ajax/libs/mdbootstrap/4.19.1/js/mdb.min.js" integrity="sha512-Mug9KHKmroQFMLm93zGrjhibM2z2Obg9l6qFG2qKjXEXkMp/VDkI4uju9m4QKPjWSwQ6O2qzZEnJDEeCw0Blcw==" crossorigin="anonymous"></script>
3328
3329
3330  
3331<!-- Mansory & imagesLoaded -->
3332<script defer src="https://unpkg.com/masonry-layout@4/dist/masonry.pkgd.min.js"></script>
vendor: 1 bytes, line 3332
3332
3333<script defer src="https://unpkg.com/imagesloaded@4/imagesloaded.pkgd.min.js"></script>
vendor: 1 bytes, line 3333
3333
3334<script defer src="/assets/js/mansory.js" type="text/javascript"></script>
3334
3335
3336
3337  
3338
3339
3340<!-- Medium Zoom JS -->
3341<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/medium-zoom.min.js" integrity="sha256-EdPgYcPk/IIrw7FYeuJQexva49pVRZNmt3LculEr7zM=" crossorigin="anonymous"></script>
vendor: 1 bytes, line 3341
3341
3342<script src="/assets/js/zoom.js"></script>
3342
3343
3344
3345<!-- Load Common JS -->
3346<script src="/assets/js/common.js"></script>
3346
3347
3348  
3349
3350
3351
3352
3353</html>

Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.