1<!DOCTYPE html> 2<html lang="en" dir="ltr" prefix="og: https://ogp.me/ns#"> 3 <head> 4 <meta charset="utf-8" /> 5<meta name="description" content="This dataset contains 612,075 labelled thermal frames collected from 40 real-world driving sessions (~2,000 km total, spanning highways, narrow roads, and toll roads, by day and night) in Japan over one month. Each frame was recorded using a low-cost Raspberry Pi 3 logger connected to an AMG8833 Grid-EYE sensor, an 8Ã8 (64-pixel) low-resolution infrared thermopile array mounted on the vehicle dashboard facing the driver, along with the sensor's on-board reference thermistor reading." /> 6<link rel="canonical" href="https://ieee-dataport.org/documents/real-world-driving-low-resolution-infrared-thermal-dataset-non-contact-driver-fatigue" /> 7<meta name="Generator" content="Drupal 10 (https://www.drupal.org)" /> 8<meta name="MobileOptimized" content="width" /> 9<meta name="HandheldFriendly" content="true" /> 10<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no" />
11<script type="application/ld+json">{ 12 "@context": "https://schema.org", 13 "@graph": [ 14 { 15 "@type": "Dataset", 16 "citation": "https://dx.doi.org/", 17 "name": "Real-World Driving Low-Resolution Infrared Thermal Dataset for Non-Contact Driver Fatigue-State Classification", 18 "keywords": "Sensors", 19 "creator": { 20 "@type": "Person", 21 "name": "Tajim Md. Niamat Ullah Akhund" 22 }, 23 "url": "https://ieee-dataport.org/documents/real-world-driving-low-resolution-infrared-thermal-dataset-non-contact-driver-fatigue", 24 "description": [ 25 "This dataset contains 612", 26 "075 labelled thermal frames collected from 40 real-world driving sessions (~2", 27 "000 km total", 28 "spanning highways", 29 "narrow roads", 30 "and toll roads", 31 "by day and night) in Japan over one month. Each frame was recorded using a low-cost Raspberry Pi 3 logger connected to an AMG8833 Grid-EYE sensor", 32 "an 8Ã8 (64-pixel) low-resolution infrared thermopile array mounted on the vehicle dashboard facing the driver", 33 "along with the sensor\u0027s on-board reference thermistor reading." 34 ] 35 } 36 ] 37}</script>
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237 <div id="block-dataport-bootstrap-content" class="block block-system block-system-main-block"> 238 239 240 <div class="content"> 241 242 243 244 245 246 247<article data-history-node-id="111033" class="node node--type-document node--view-mode-full clearfix"> 248 <div class="node__content clearfix container-fluid"> 249 <div class="container-fluid" id="infocard"> 250 <header class="row pt-0 py-4 mx-auto"> 251 252 <h1 class="node__title"> 253 Real-World Driving Low-Resolution Infrared Thermal Dataset for Non-Contact Driver Fatigue-State Classification 254 </h1> 255 256 </header> 257 <div class="row mx-auto"> 258 <div class="col-lg-3 col-xl-2 pb-1 featured-image"> 259 260 <img src="/sites/default/files/styles/home/public/f4.jpg.webp?itok=6lw7VeW2" alt="Dataset image"> 261 <div class="mt-3"> 262 263 <div class="field field--name-field-rating field--type-fivestar field--label-hidden field__item"> 264<form class="fivestar-form-1" id="vote" data-drupal-selector="fivestar-form-1" action="/documents/real-world-driving-low-resolution-infrared-thermal-dataset-non-contact-driver-fatigue" method="post" accept-charset="UTF-8"> 265 <div class="clearfix fivestar-average-text fivestar-average-stars fivestar-form-item fivestar-basic"> 266 267 268 269 270 271 <div class="js-form-item js-form-type-fivestar form-type-fivestar js-form-item-vote form-item-vote form-no-label mb-3"> 272 273 274 275 276 277 278 <div class="js-form-item js-form-type-select form-type-select js-form-item-vote form-item-vote form-no-label mb-3"> 279 280<select class="vote form-select" data-drupal-selector="edit-vote" aria-describedby="edit-vote--2--description" id="edit-vote--2" name="vote"><option value="-">Select rating</option><option value="20">Give it 1/5</option><option value="40">Give it 2/5</option><option value="60">Give it 3/5</option><option value="80">Give it 4/5</option><option value="100">Give it 5/5</option></select> 281 <small id="edit-vote--2--description" class="description text-muted"> 282 <div class="fivestar-summary fivestar-summary-average-count"> 283 284 285 <span class="empty">No Ratings Yet</span> 286 </div> 287 288 </small> 289 </div> 290 291 </div> 292</div><button class="js-hide button js-form-submit form-submit btn btn-primary" data-drupal-selector="edit-submit" type="submit" id="edit-submit" name="op" value="Rate">Rate</button> 293<input autocomplete="off" data-drupal-selector="form-ti1af136ildswwhtpmpmnro7rijou31rl-aocyuosbm" type="hidden" name="form_build_id" value="form-tI1Af136ilDSWwHtPmpMNro7riJOu31RL_AoCYuosbM" class="form-control" /> 294<input data-drupal-selector="edit-fivestar-form-1" type="hidden" name="form_id" value="fivestar_form_1" class="form-control" /> 295 296</form> 297</div> 298 299 </div> 300 </div> 301 <div class="col-xs-12 col-md-9 col-xl-6 col-lg-5"> 302 <dl class="topinfo"> 303 <dt>Citation Author(s):</dt> 304 <dd> 305 <div> 306 Tajim Md Niamat Ullah Akhund 307 <a href="https://orcid.org/0000-0002-2834-1507" class="orcid" target="_blank"> 308 <img src="/themes/custom/dataport_bootstrap/images/ORCID-iD_icon-vector.svg" style="width:16px; height: auto; vertical-align: middle;"> 309 </a> 310 (Toyota Technological Institute) 311 </div> </dd> 312 <dt>Submitted by:</dt> 313 <dd> 314 <a href="/authors/tajim-md-niamat-ullah-akhund"> 315 Tajim Md. Niamat Ullah 316 Akhund 317 </a> 318 </dd> 319 <dt>Date Created:</dt> 320 <dd> 321 <time datetime="2026-09-20T11:42:56+0000"> 322 Sun, 09/20/2026 - 11:42 323 </time> 324 </dd> 325 <dt>Last updated:</dt> 326 <dd> 327 <time datetime="2026-09-20T12:04:29+00:00"> 328 Sun, 09/20/2026 - 12:04 329 </time> 330 </dd> 331 <dt>DOI:</dt> 332 <dd> 333 <a href="https://dx.doi.org/10.21227/pqh7-aj41" target="_blank">10.21227/pqh7-aj41</a> 334 </dd> 335 <dt>Data Format:</dt> 336 <dd> 337 <div class="field field--name-field-format field--type-entity-reference field--label-hidden field__items"> 338 <div class="field__item"><a href="/data-formats/csv" hreflang="en">*.csv</a></div> 339 </div> 340 </dd> 341 </dl> 342 </div> 343 <div class="col-xs-12 offset-xs-0 col-lg-4 col-md-9"> 344 <div class="mb-3"> 345 <img src="/themes/custom/dataport_bootstrap/images/view.svg" style="height: 1.5em;"> 346 18 views
347 <span class="file-download-count ps-3" data-content-id="111033"></span> 348 </div> 349 350 <dl class="topinfo d-flex flex-wrap mt-3"> 351 <dt class="float-none w-25">Categories:</dt> 352 <dd class="float-none w-75"><div class="field field--name-field-tags field--type-entity-reference field--label-hidden clearfix"> 353 <ul class='links field__items'> 354 <li><a href="/topic-tags/sensors-0" hreflang="en">Sensors</a></li> 355 </ul> 356</div> 357</dd> 358 <dt class="float-none w-25">Keywords:</dt> 359 <dd class="float-none w-75"> 360 <div class="field field--name-field-keywords field--type-entity-reference field--label-hidden field__items"> 361 <div class="field__item"><a href="/keywords/infrared-array-sensors" hreflang="en">Infrared Array Sensors</a></div> 362 <div class="field__item"><a href="/keywords/driving-behavior-analysis" hreflang="en">Driving behavior analysis</a></div> 363 <div class="field__item"><a href="/keywords/driver-fatigue" hreflang="en">Driver Fatigue</a></div> 364 </div> 365 </dd> 366 </dl> 367 <a class="btn btn-primary mt-3 me-3" href="#" id="cite" 368 data-bs-toggle="popover" data-bs-trigger="hover focus" data-bs-placement="top" 369 data-bs-content="Generate citations in IEEE, BibTeX, APA, and other formats." 370 data-modal-target="#citeModal"> 371 <i class="icon quote"></i>CITE 372 </a> 373 <a class="btn btn-primary mt-3 me-3" href="#" id="share" 374 data-bs-toggle="popover" data-bs-trigger="hover focus" data-bs-placement="top" 375 data-bs-content="Share this dataset via social media, email, or embed on your website." 376 data-modal-target="#shareModal"> 377 <i class="icon share"></i>SHARE/EMBED 378 </a> 379 </div> 380 </div> 381 </div> 382 383 <div class="container-fluid"> 384 <div class="row py-4 mx-auto mainContentClass"> 385 <div class="col-lg-8 col-md-12"> 386 <div id="mainContentId"> 387 388 <div class="ai-analysis-section"> 389 <div class="alert alert-info d-flex justify-content-between align-items-center"><div><em><i class="fas fa-info-circle me-2">â</i></em>AI-Powered Dataset Intelligence is available for this dataset exclusively to <a class="fw-bold" href="https://ieee-dataport.org/institutional-subscriptions" target="_blank">institutional subscribers</a>.</div><div><a class="btn btn-primary btn-sm" href="https://ieee-dataport.org/institutional-subscriptions">Learn More</a></div></div> 390 </div> 391 392 393 <ul class="nav nav-tabs" id="myTab" role="tablist"> 394 <li class="nav-item fw-bold" role="presentation"> 395 <button class="nav-link active" id="abstract-tab" data-bs-toggle="tab" data-bs-target="#abstract-tab-pane" type="button" role="tab" aria-controls="abstract-tab-pane" aria-selected="true"><i class="fas fa-paragraph"></i> Abstract & Instructions</button> 396 </li> 397 <li class="nav-item fw-bold" role="presentation"> 398 <button class="nav-link" id="comments-tab" data-bs-toggle="tab" data-bs-target="#comments-tab-pane" type="button" role="tab" aria-controls="comments-tab-pane" aria-selected="false"><i class="fas fa-comments"></i> Comments </button> 399 </li> 400 </ul> 401 402 <div class="tab-content" id="myTabContent"> 403 <div class="tab-pane p-4 fade show active" id="abstract-tab-pane" role="tabpanel" aria-labelledby="abstract-tab" tabindex="0"> 404 <h4>Abstract</h4> 405 406 <div class="clearfix text-formatted field field--name-body field--type-text-with-summary field--label-hidden field__item"><p>This dataset contains 612,075 labelled thermal frames collected from 40 real-world driving sessions (~2,000 km total, spanning highways, narrow roads, and toll roads, by day and night) in Japan over one month. Each frame was recorded using a low-cost Raspberry Pi 3 logger connected to an AMG8833 Grid-EYE sensor, an 8Ã8 (64-pixel) low-resolution infrared thermopile array mounted on the vehicle dashboard facing the driver, along with the sensor's on-board reference thermistor reading. Each record includes a timestamp, the thermistor temperature, a binary self-reported driver state label (0 = alert, 1 = fatigued, entered via a push button), and the 64 flattened pixel values from the thermal array. The sensor captures only a co
406arse heat pattern and does not form a recognisable facial image, making the dataset suitable for research on non-contact, privacy-preserving physiological and fatigue-state monitoring. Data is provided as 40 CSV files, one per drive.</p></div> 407 408 <h4>Instructions:</h4> 409 410 <div class="clearfix text-formatted field field--name-field-instructions field--type-text-long field--label-hidden field__item"><p>Each CSV file corresponds to one drive and contains one row per thermal frame, logged at 8 Hz. Columns are: a timestamp, the on-board thermistor reading (reference temperature in °C), the self-reported driver state label (0 = alert, 1 = fatigued), and 64 pixel columns containing the flattened 8Ã8 thermal frame in row-major order (i.e., pixel index 8Ã(iâ1)+j corresponds to row i, column j of the sensor grid, for i, j = 1â¦8). The label is piecewise-constant and changes only at the timestamp of a button press, so it should be treated as valid for the entire interval until the next press. Users combining data across drives for analysis are advised to treat each CSV file (drive) as a single group, since consecutive frames within a drive are highly correlated (8 Hz sampling); a random frame-level train/test split will substantially inflate reported performance, and evaluation should instead group or hold out entire drives (e.g., drive-grouped cross-validation) to obtain a realistic estimate of generalization to unseen drives.</p></div> 411 412 </div> 413 <div class="tab-pane fade p-4" id="comments-tab-pane" role="tabpanel" aria-labelledby="comments-tab" tabindex="0"> 414 <div> 415 <section class="field field--name-comment field--type-comment field--label-hidden comment-wrapper"> 416 417 418 419 420</section> 421 422 </div> 423 </div> 424 </div> 425 426 <div class="mt-3"> 427 <div class="views-element-container"><div class="view view-latest-posts view-id-latest_posts view-display-id-block_1 js-view-dom-id-e10c6b810a1ea18187b4d5d8ef460828190b6abd37474cc2600ed33682022356"> 428 429 430 431 432 </div> 433</div> 434 435 </div> 436 </div> 437 </div> 438 <div class="col-lg-4 col-md-12"> 439 <div class="column-box"> 440 <div class="mb-3"> 441 <h4>Dataset Files</h4> 442 <a name="files"></a> 443 444 <div class="field field--name-field-s3-fs-multi-test field--type-file field--label-hidden field__items"> 445 <div class="field__item"><div class="s3-file-lists"><div class="item-list"><ul class="list-group"><li class="csv list-group-item"><a href="#" data-bs-toggle="modal" data-bs-target="#accessModal" class="refresh-get-customer">20260501183021.csv (Size: 508 KB)</a></li><li class="csv list-group-item"><a href="#" data-bs-toggle="modal" data-bs-target="#accessModal" class="refresh-get-customer">20260501222446.csv (Size: 930.86 KB)</a></li><li class="csv list-group-item"><a href="#" data-bs-toggle="modal" data-bs-target="#accessModal" class="refresh-get-customer">20260502222508.csv (Size: 3.33 MB)</a></li><li class="csv list-group-item"><a href="#" 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IEEE Dataport. 627 https://dx.doi.org/10.21227/pqh7-aj41 628 </div> 629 </div> 630 </div> 631 632 <div class="accordion-item"> 633 <h2 class="accordion-header" id="headingFive"> 634 <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseFive" aria-expanded="false" aria-controls="collapseFive"> 635 Harvard 636 </button> 637 </h2> 638 <div id="collapseFive" class="accordion-collapse collapse" aria-labelledby="headingFive" data-bs-parent="#accordionDatasetCitation"> 639 <div class="accordion-body"> 640 Tajim Md Niamat Ullah Akhund 641 2026 642 Real-World Driving Low-Resolution Infrared Thermal Dataset for Non-Contact Driver Fatigue-State Classification. Available at: 643 https://dx.doi.org/10.21227/pqh7-aj41 644 </div> 645 </div> 646 </div> 647 648 <div class="accordion-item"> 649 <h2 class="accordion-header" id="headingSix"> 650 <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSix" aria-expanded="false" aria-controls="collapseSix"> 651 MLA 652 </button> 653 </h2> 654 <div id="collapseSix" class="accordion-collapse collapse" aria-labelledby="headingSix" data-bs-parent="#accordionDatasetCitation"> 655 <div class="accordion-body"> 656 Tajim Md Niamat Ullah Akhund.(2026). "Real-World Driving Low-Resolution Infrared Thermal Dataset for Non-Contact Driver Fatigue-State Classification." Web, 657 </div> 658 </div> 659 </div> 660 661 <div class="accordion-item"> 662 <h2 class="accordion-header" id="headingSeven"> 663 <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSeven" aria-expanded="false" aria-controls="collapseSeven"> 664 Vancouver 665 </button> 666 </h2> 667 <div id="collapseSeven" class="accordion-collapse collapse" aria-labelledby="headingSeven" data-bs-parent="#accordionDatasetCitation"> 668 <div class="accordion-body"> 669 1. 670 Tajim Md Niamat Ullah Akhund. 671 Real-World Driving Low-Resolution Infrared Thermal Dataset for Non-Contact Driver Fatigue-State Classification 672 [Internet]. IEEE Dataport; 673 2026. Available from: 674 https://dx.doi.org/10.21227/pqh7-aj41 675 </div> 676 </div> 677 </div> 678 679 <div class="accordion-item"> 680 <h2 class="accordion-header" id="headingEight"> 681 <button class="accordion-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseEight" aria-expanded="false" aria-controls="collapseEight"> 682 Chicago 683 </button> 684 </h2> 685 <div id="collapseEight" class="accordion-collapse collapse" aria-labelledby="headingEight" data-bs-parent="#accordionDatasetCitation"> 686 <div class="accordion-body"> 687 Tajim Md Niamat Ullah Akhund, "Real-World Driving Low-Resolution Infrared Thermal Dataset for Non-Contact Driver Fatigue-State Classification,", 688 doi: 10.21227/pqh7-aj41. 689 </div> 690 </div> 691 </div> 692 </div> 693 </div> 694 <div class="modal-footer"> 695 <button type="button" class="btn btn-secondary" data-bs-dismiss="modal">Close</button> 696 </div> 697 </div> 698 </div> 699</div> 700 701<!--Share Modal --> 702<div class="modal modalDataSet fade" id="shareModal" tabindex="-1" aria-labelledby="shareModalLabel" aria-hidden="true"> 703 <div class="modal-dialog"> 704 <div class="modal-content"> 705 <div class="modal-header"> 706 <h5 class="modal-title" id="shareModalLabel">Share / Embed</h5> 707 <button type="button" class="btn-close" data-bs-dismiss="modal" aria-label="Close"></button> 708 </div> 709 <div class="modal-body"> 710 <div class="card"> 711 <div class="card-body"> 712 <h4 class="card-title" id="embedDescription">Embed this dataset on another website</h4> 713 <p class="mb-3">Copy and paste the HTML code below to embed your dataset:</p> 714 <textarea id="embed-code" class="form-control mb-2" rows="4" spellcheck="false"><iframe width="100%" height="600" src="https://ieee-dataport.org//documents/real-world-driving-low-resolution-infrared-thermal-dataset-non-contact-driver-fatigue" title="Embedded Dataset Viewer" frameborder="0" allowfullscreen></iframe></textarea> 715 </div> 716 </div> 717 <div class="card"> 718 <div class="card-body"> 719 <h4 class="card-title">Share via email or social media</h4> 720 <p style="padding-bottom: 10px;">Click the buttons below:</p> 721 <!-- Share this --> 722 <div class="sharethis-inline-share-buttons"></div> 723 </div> 724 </div> 725 <div class="card"> 726 <div class="card-body"> 727 <h4 class="card-title">Share a link to this dataset</h4> 728 <p> 729 <strong>Permalink:</strong> 730 https://ieee-dataport.org//documents/real-world-driving-low-resolution-infrared-thermal-dataset-non-contact-driver-fatigue 731 </p> 732 <p> 733 <strong>DOI Link:</strong> 734 https://dx.doi.org/10.21227/pqh7-aj41 735 </p> 736 </div> 737 </div> 738 </div> 739 <div class="modal-footer"> 740 <button type="button" class="btn btn-secondary" data-bs-dismiss="modal">Close</button> 741 </div> 742 </div> 743 </div> 744</div> 745 746 747<!--Zip Content Modal --> 748<div class="modal modalDataSet fade" id="zipContentModal" tabindex="-1" aria-labelledby="zipContentModalLabel" aria-hidden="true"> 749 <div class="modal-dialog"> 750 <div class="modal-content"> 751 <div class="modal-header"> 752 <h5 class="modal-title" id="zipContentModalLabel"></h5> 753 <button type="button" class="btn-close" data-bs-dismiss="modal" aria-label="Close"></button> 754 </div> 755 <div class="modal-body overflow-auto" style="max-height: 500px;"> 756 <div id="tree-container" class="s3-file-lists"> 757 Loading... 758 </div> 759 </div> 760 <div class="modal-footer"> 761 <button type="button" class="btn btn-secondary" data-bs-dismiss="modal">Close</button> 762 </div> 763 </div> 764 </div> 765</div> 766 </div> 767 </div> 768<div class="views-element-container block block-views block-views-blockdatasets-h
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