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Prizes are awarded according to the rules listed below.</p> 37<p>Prizes will be awarded to any team or individual that fully digitally unrolls and makes readable (according to the conditions and requirements specified below) one of the eligible CT scans of carbonized scrolls from Herculaneum:</p> 38<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Eligible scroll volumes<!-- --> (<!-- -->13<!-- -->)</summary><div><div class="collapsibleContent_i85q"><ol><li><a href="/data_browser/PHerc0125">PHerc0125</a> â <code>20250821151825</code></li><li><a href="/data_browser/PHerc0191">PHerc0191</a> â <code>20250821151635</code></li><li><a href="/data_browser/PHerc0211">PHerc0211</a> â <code>20250821151803</code></li><li><a href="/data_browser/PHerc0257">PHerc0257</a> â <code>20250821151750</code></li><li><a href="/data_browser/PHerc0268">PHerc0268</a> â <code>20251110183117</code></li><li><a href="/data_browser/PHerc0358">PHerc0358</a> â <code>20250821151737</code></li><li><a href="/data_browser/PHerc0800">PHerc0800</a> â <code>20250521135224</code></li><li><a href="/data_browser/PHerc0813">PHerc0813</a> â <code>20250821151723</code></li><li><a href="/data_browser/PHerc0826">PHerc0826</a> â <code>20250821151701</code></li><li><a href="/data_browser/PHerc1203">PHerc1203</a> â <code>20250820131727</code></li><li><a href="/data_browser/PHerc1218">PHerc1218</a> â <code>20250521120456</code></li><li><a href="/data_browser/PHerc1447">PHerc1447</a> â <code>20250521151220</code></li><li><a href="/data_browser/PHerc1545">PHerc1545</a> â <code>20250821151648</code></li></ol></div></div></details> 39<p><strong>Deadline: June 25th, 2027 (11:59pm Pacific)</strong></p> 40<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Submission criteria and requirements</summary><div><div class="collapsibleContent_i85q"><p><strong>General conditions</strong></p><ul> 41<li>Pipeline fully reproducible and code shared under an open source license (e.g. MIT), published publicly on GitHub. It does not have to be open source at the time of submission, but you have to make it open source under a permissive license, publicly on GitHub, to accept the prize.</li> 42<li>Pipeline should be seamlessly integrated in the <a href="https://github.com/ScrollPrize/villa/tree/main/volume-cartographer" target="_blank" rel="noopener noreferrer">VC3D</a> software.</li> 43<li>100% of the papyrus recto surface unrolled. If the scroll possesses flakes or detached patches, they should also be segmented and unrolled either in a single or in a sequence of separate tifxyz meshes. It is permissible to skip disconnected outer patches if they constitute less than 10% of the total scroll surface.</li> 44<li>Ink detection or renders with ink should be produced from or on top of the flattened images. Columns of text should be visible everywhere. Verify that at least 70% of each counted column's preserved characters are legible. Legible characters only count as legible when identified on a letter-by-letter basis without papyrological interpolation. If text is not displayed, that area will be counted as "non legible" unless an explanation for the lack of ink is provided â an explanation is valid only if the Vesuvius Challenge Team acknowledges it as valid.</li> 45<li>No overlap between training and prediction regions. Overlap leads to the memorization of annotated labels â ink model outputs should not overlap with any training data used.</li> 46<li>In case multiple eligible submissions are concurrently evaluated, a ranking will be determined counting the number of legible lines in the submitted images, abiding by the legibility criteria defined before.</li> 47<li>You may use any information or resource that is publicly available (published scholarship, other scrolls' data, segments, or models, third-party pretrained models, etc.), provided that use is permitted by that resource's own license or terms. Data derived from higher resolution scans of the submitted scroll volume cannot be used.<
47/li> 48</ul><p><strong>Compute and data conditions</strong></p><ul> 49<li>Unlimited time, compute, and manual effort may be spent creating generic ML datasets to train ML models.</li> 50<li>Any dataset created or used to train ML models must be published publicly, under a CC-BY-NC 4.0 license.</li> 51<li>If pseudo-labeling (or iterative labeling) is used to improve and train ink detection models, the datasets and checkpoints at every stage must be released under a CC-BY-NC 4.0 license.</li> 52<li>If any part of training or inference is stochastic, random seeds must be fixed and reported, for both training and inference.</li> 53<li>For any trained model, the full experiment-tracking run (e.g. Weights & Biases) must be shared publicly, for both training and inference.</li> 54<li>The unrolling pipeline should be fully automated; up to 8 documented hours of human annotation / input are tolerated.</li> 55</ul><p><strong>Submitting your result</strong></p><p>If you have a qualifying result, submit it for consideration by sending an email to <a href="/cdn-cgi/l/email-protection#147366757a7064667d6e71546777667b787864667d6e713a7b6673" target="_blank" rel="noopener noreferrer"><span class="__cf_email__" data-cfemail="5e392c3f303a2e2c37243b1e2d3d2c3132322e2c37243b70312c39">[email protected]</span></a> and provide the following:</p><ul> 56<li><strong>Meshes.</strong> The submission must contain a set of meshes in tifxyz format whose union corresponds to the totality of the scroll surface to be virtually unwrapped. Each tifxyz must already include a low-distortion isometric 2D parametrization (flattening). At most one mesh per full column of text (plus its margins) will be accepted; smaller meshes are not considered valid unless they localize regions where the papyrus is broken, or detached patches. Name each mesh with a sequential column number (e.g. <code>column_01.tifxyz</code>, <code>column_02.tifxyz</code>, ...) following the order of the windings, so every mesh is identifiable by its column.</li> 57<li><strong>Images.</strong> Submissions must include images of the virtually unwrapped papyrus, showing visible and legible text.<!-- --> 58<ul> 59<li>Submit a single static image for each column or sequence of consecutive wraps. Images must be generated programmatically from the reconstructed CT scan volume and the corresponding mesh submitted in the same package, and should not contain manual annotations of characters or text.</li> 60<li>Specify which scroll each image came from.</li> 61<li>Name each image after the tifxyz mesh (from the same package) used to generate it â carrying the same sequential column number â so every image is traceable to the exact surface it was rendered from.</li> 62<li>Include scale bars showing the size of 1cm on each submission image.</li> 63<li>Also include a single banner image spanning the full unrolled scroll, showing ink detection results across all columns, with each column's number overlaid on it â so the whole submission can be checked against the numbered meshes and images at a glance.</li> 64</ul> 65</li> 66<li><strong>Methodology.</strong> A detailed technical description of how your solution works. We need to be able to reproduce your work, so please make this as easy as possible:<!-- --> 67<ul> 68<li>Please create a Docker image that we can easily run to reproduce your work, and please include system requirements.</li> 69<li>Attach your code/video directly to the email, or include an easily accessible link from which we can download it.</li> 70</ul> 71</li> 72<li><strong>False-positive mitigation.</strong> If there is any risk of your model producing spurious patterns â apparent letterforms that are not actually supported by the data â please let us know how you mitigated that risk. Tell us why you are confident that the results you are getting are real.<!-- --> 73<ul> 74<li>The larger your model's window size, the easier it is for it to invent plausible letterforms instead of recovering real ink. Large windows are fine, but you must demonstrate that the text is not hallucinated â for example by finding plausible text on held-out regions.</li> 75</ul> 76</li> 77<li><strong>Held-out validation.</strong> Run your method on the public input renders/volumes with known ground truth (using k-fold validation if you trained on them) and include the results. We may al
77so run your method, following your instructions, on held-out data with known ground truth.</li> 78<li><strong>Other information.</strong> Feel free to include any other things we should know.</li> 79</ul><p>If you're competing as a team, please have your team leader submit your results. We will communicate with the team leader exclusively, and any prize money will be distributed according to the instructions of the team leader. You'd have to sort out within your team how to split any prizes.</p><p><strong>Review process</strong></p><p>All submissions will be assessed by the Review Team, which consists of a Technical Team to review your methodology, and an independent Papyrology Team to review your results.</p><p><strong>1. Technical assessment.</strong> The Technical Team will look at your method, and try to reproduce your results independently. We may also try to apply your techniques to other scrolls to see if they are able to generate new results there.</p><ul> 80<li>We will work with you on reproducing your solution. We might have questions, such as how your code works, how to use your manual tools (if applicable), and so on. Please make it as easy for us to run your code as reasonably possible, but also don't wait until your solution is perfect. If you have any questions, or if you're wondering if you're ready to submit, just reach out!</li> 81<li>We will acknowledge having received your submission within a week. Depending on the difficulty of verifying your methodology, it might take longer until we are able to make our final assessment.</li> 82<li>In case there are multiple teams that submit qualifying results, the team that submitted first will win (independent of how long our assessment takes).</li> 83</ul><p><strong>2. Papyrological assessment.</strong> Once we are reasonably confident that your solution is technically valid and appears to meet the qualifications, we will share your results with the Papyrology Team, who will judge if the text is legitimate and meets the required legibility standards. Each submitted column is distributed to one or more papyrologists, who independently attribute a legibility score to it; a column counts toward the legibility thresholds above only once it is scored as legible.</p><p><strong>Additional terms</strong></p><ul> 84<li>To qualify, you must have registered on the <a href="https://discord.gg/V4fJhvtaQn" target="_blank" rel="noopener noreferrer">Vesuvius Challenge Discord</a> at the time of the submission.</li> 85<li>Do not make your discovery public until winning the prize is officially announced. We will work with you to announce your findings.</li> 86<li>If no team meets the criteria by the deadline, we reserve the right to award the prizes to the teams that came closest. This is not a guarantee â we will only award prizes if we believe the spirit of the prize has substantially been met and if a submission comes very close to the objective threshold. This is entirely at our discretion.</li> 87<li>We will work with the winners to verify their results, put them in a historical context, and co-publish them in academic venues where applicable.</li> 88<li>The general <a href="#terms-and-conditions">Terms and Conditions</a> at the bottom of this page also apply.</li> 89</ul></div></div></details> 90<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>How to get started</summary><div><div class="collapsibleContent_i85q"><p>This is a big prize, and it breaks into two stages: first <strong>segmentation</strong> (unrolling the whole scroll into a flat surface), then <strong>ink detection</strong> on that surface. The two stages need quite different skills, so this is a great prize to tackle as a team â one person who enjoys unwrapping, one who enjoys ink detection.</p><p><strong>Stage 1 â segment the whole scroll.</strong> We'd tackle large-scale whole-scroll segmentation first. Our current state of the art for this is the <strong>spiral fitter</strong>, but you don't have to use it â we'd love for someone to build something better.</p><ul> 91<li>If you do use the spiral fitter, follow the <a href="/tutorial_spiral">
91spiral fitting tutorial</a> to get started.</li> 92<li>The spiral needs evidence and constraints to fit to: annotations of points that lie on the same winding versus different windings, fibers, the umbilicus, and so on. See <a href="/open_problems/winding_annotations">winding constraints</a> for how these annotations work and how to create them.</li> 93<li>Run the fit, then <strong>inspect the result in VC3D</strong> (<a href="/tutorial_VC3D">VC3D tutorial</a>) to see how good the unrolling is, and iterate on the constraints. In particular, check if you can visually follow horizontal papyrus fibers across the page -- this is an indication the segmentation is good (and not jumping between sheets).</li> 94</ul><p><strong>Stage 2 â detect ink.</strong> Once you can unroll large areas, render them and try detecting ink on them. This is the same problem as the <a href="#first-letters-prizes">First Letters prize</a> below â start there â except now you need it to work well across most of the scroll rather than a single 4 cm² patch.</p></div></div></details> 95<p><a href="https://forms.gle/wvNK7DkNKuRKjHJdA" target="_blank" rel="noopener noreferrer">Submission Form</a></p> 96<hr> 97<h2 class="anchor anchorWithStickyNavbar_LWe7" id="first-letters-prizes">First Letters Prizes<a href="#first-letters-prizes" class="hash-link" aria-label="Direct link to First Letters Prizes" title="Direct link to First Letters Prizes">â</a></h2> 98<p>One of the frontiers of Vesuvius Challenge is finding techniques that work across multiple scrolls. 99While weâve discovered text in some of our scrolls, others have not yet produced legible findings. 100For these prizes, your mission is to prove that ink detection works on scrolls where nothing has been read yet. The review bar is deliberately high â weâd rather be slow than wrong.</p> 101<p><strong>First Letters: <span class="vc-money">$50,000</span> per scroll, for any of the eligible scroll volumes listed below.</strong> <span class="vc-money">$50,000</span> to the first team that uncovers 10 letters within a single 4 cm² area of that scroll â and open sources their code, data, model weights and results (after winning the prize). First Letters prizes will be awarded for a maximum of 10 scrolls â up to <span class="vc-money">$500,000</span> in total.</p> 102<p>Note the eligible set here is different than the <a href="#2027-grand-prize">2027 Grand Prize</a> set: it includes several other scrolls where no text has been read yet, and excludes those where letters have now been found.</p> 103<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Eligible scroll volumes<!-- --> (<!-- -->22<!-- -->)</summary><div><div class="collapsibleContent_i85q"><ol><li><a href="/data_browser/PHerc0125">PHerc0125</a> â <code>20250821151825</code></li><li><a href="/data_browser/PHerc0175A">PHerc0175A</a> â <code>20250521115057</code></li><li><a href="/data_browser/PHerc0175B">PHerc0175B</a> â <code>20250521125822</code></li><li><a href="/data_browser/PHerc0191">PHerc0191</a> â <code>20250821151635</code></li><li><a href="/data_browser/PHerc0211">PHerc0211</a> â <code>20250821151803</code></li><li><a href="/data_browser/PHerc0257">PHerc0257</a> â <code>20250821151750</code></li><li><a href="/data_browser/PHerc0268">PHerc0268</a> â <code>20251110183117</code></li><li><a href="/data_browser/PHerc0306B">PHerc0306B</a> â <code>20250521133212</code></li><li><a href="/data_browser/PHerc0343">PHerc0343</a> â <code>20250521140437</code></li><li><a href="/data_browser/PHerc0358">PHerc0358</a> â <code>20250821151737</code></li><li><a href="/data_browser/PHerc0483A">PHerc0483A</a> â <code>20250521140913</code></li><li><a href="/data_browser/PHerc0483B">PHerc0483B</a> â <code>20251124083638</code></li><li><a href="/data_browser/PHerc0490A">PHerc0490A</a> â <code>20250521151210</code></li><li><a href="/data_browser/PHerc0490B">PHerc0490B</a> â <code>20250521151215</code></li><li><a href="/data_browser/PHerc0800">PHerc0800</a> â <code>20250521135224</code></li><li><a href="/data_browser/PHerc0813">PHerc0813</a> â <code>20250821151723</code></li><li><a href="/data_browser/PHerc0826">PHerc0826</a> â <code>20250821151701</code></li><li><a href="/data_browser/PHerc0846A">
103PHerc0846A</a> â <code>20250728152254</code></li><li><a href="/data_browser/PHerc0846B">PHerc0846B</a> â <code>20250804142305</code></li><li><a href="/data_browser/PHerc1203">PHerc1203</a> â <code>20250820131727</code></li><li><a href="/data_browser/PHerc1218">PHerc1218</a> â <code>20250521120456</code></li><li><a href="/data_browser/PHerc1545">PHerc1545</a> â <code>20250821151648</code></li></ol></div></div></details> 104<p><strong>Deadline: June 25th, 2027 (11:59pm Pacific)</strong></p> 105<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Submission criteria and requirements</summary><div><div class="collapsibleContent_i85q"><ul> 106<li> 107<p><strong>Meshes.</strong> The submission must contain the mesh(es), in tifxyz format, of the surface region containing the letters, already including a low-distortion isometric 2D parametrization (flattening).</p> 108</li> 109<li> 110<p><strong>Image.</strong> Submissions must be an image of the virtually unwrapped segment, showing at least 10 visible and legible letters within a single 4 cm² area.</p> 111<ul> 112<li>Submit a single static image showing the text region. Images must be generated programmatically from the reconstructed CT scan volume and the mesh(es) submitted in the same package, and should not contain manual annotations of characters or text. This includes annotations that were then used as training data and memorized by a machine learning ink model. Ink model outputs of this region should not overlap with any training data used.</li> 113<li>Specify which scroll the image comes from. For multiple scrolls, please make multiple submissions.</li> 114<li>Include a scale bar showing the size of 1 cm on the submission image, and the pixel and millimeter dimensions of a few representative letters.</li> 115<li>Name each image after the tifxyz mesh (from the same package) used to generate it, so it is traceable to the exact surface it was rendered from.</li> 116<li>Annotate the rows of text. Usually, letters in read samples run overwhelmingly parallel to the horizontal papyrus fibers â where possible, overlay your ink predictions on a fiber-visible rendering. Annotate rows without obscuring the visible text â e.g. by drawing a horizontal baseline through each row or a rectangle around it, rather than overwriting the letters themselves. Misaligned text or text without clear rows does not immediately disqualify a submission, but it does make it less likely that you found valid text.</li> 117</ul> 118</li> 119<li> 120<p><strong>Methodology.</strong> A detailed technical description of how your solution works. We need to be able to reproduce your work, so please make this as easy as possible:</p> 121<ul> 122<li>For fully automated software, consider a Docker image that we can easily run to reproduce your work, and please include system requirements.</li> 123<li>For software with a human in the loop, please provide written instructions and a video explaining how to use your tool. Weâll work with you to learn how to use it, but weâd like to have a strong starting point.</li> 124<li>Please include an easily accessible link from which we can download it.</li> 125</ul> 126</li> 127<li> 128<p><strong>False-positive mitigation.</strong> If there is any risk of your model producing spurious patterns â apparent letterforms that are not actually supported by the data â please let us know how you mitigated that risk. Tell us why you are confident that the results you are getting are real.</p> 129<ul> 130<li>The larger your model's window size, the easier it is for it to invent plausible letterforms instead of recovering real ink. Large windows are fine, but you must demonstrate that the text is not hallucinated â for example by finding different, plausible letters on a held-out region.</li> 131<li>Do not include overlap between training and prediction regions â this leads to the memorization of annotated labels.</li> 132</ul> 133</li> 134<li> 135<p><strong>Held-out validation.</strong> Run your method on the public input renders/volumes with known ground truth (using k-fold validation if you trained on them) and include the results. We may al
135so run your method, following your instructions, on held-out data with known ground truth.</p> 136</li> 137<li> 138<p><strong>Other information.</strong> Feel free to include any other things we should know.</p> 139</li> 140<li> 141<p>Your submission will be reviewed by the review teams to verify technical validity and papyrological plausibility and legibility.</p> 142</li> 143<li> 144<p>As with the Grand Prize, you <strong>must not</strong> make your discovery public until the prize is officially announced. We will work with you to announce your findings.</p> 145</li> 146</ul></div></div></details> 147<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>How to get started</summary><div><div class="collapsibleContent_i85q"><p><strong>Start here: <a href="https://scrollprize.substack.com/p/from-ct-scan-to-ancient-text-a-first" target="_blank" rel="noopener noreferrer">From CT Scan to Ancient Text: A First Letters Prize Workflow</a></strong> â our step-by-step guide to going from a scroll's CT scan to an ink prediction.</p><p>The short version is below. This is a suggested path, not a requirement â anything that produces a qualifying image counts.</p><ol> 148<li><strong>Pick a scroll</strong> from the eligible volume list above.</li> 149<li><strong>Open it in VC3D</strong> from the built-in open data catalog, and <strong>grow a segment</strong> on the scroll's recto surface prediction with <code>Create Segment (GrowPatch)</code>, refining it by hand where the automatic growth goes wrong. See the <a href="/tutorial_VC3D">VC3D unwrapping tutorial</a> for opening the catalog and growing patches, and the <a href="/segmentation">segmentation tutorial</a> for more on growing and manually refining meshes.</li> 150<li><strong>Render</strong> the flattened segment and <strong>run ink detection</strong> on it, following the <a href="/tutorial5">ink detection tutorial</a>.</li> 151<li><strong>Repeat</strong> on other regions (and other scrolls) until you find 10 legible letters within a single 4 cm² area.</li> 152</ol><p>A few things worth knowing:</p><ul> 153<li><strong>We don't yet know whether our existing ink models will work on these scrolls.</strong> They might, or they might not â it may be necessary to train a scroll-specific model.</li> 154<li><strong>Sometimes ink is visible directly in the flattened render</strong>, with no model at all (usually it shows up as bright areas). If that's already enough legible letters, that by itself qualifies for the prize.</li> 155<li><strong>If you can see a little ink but not enough</strong>, that's a foothold: train a model on it â or fine-tune one of our <a href="https://huggingface.co/scrollprize" target="_blank" rel="noopener noreferrer">latest ink detection models</a> â and then use <a href="/tutorial5#improving-the-model-iterative-labeling">iterative labeling</a> to grow from a few visible strokes to complete words.</li> 156</ul></div></div></details> 157<p><a href="https://forms.gle/TM5ao8GwC2mDrdLk9" target="_blank" rel="noopener noreferrer">Submission Form</a></p> 158<hr> 159<h2 class="anchor anchorWithStickyNavbar_LWe7" id="first-title-prize">PHerc. Paris 4âs Title Prize<a href="#first-title-prize" class="hash-link" aria-label="Direct link to PHerc. Paris 4âs Title Prize" title="Direct link to PHerc. Paris 4âs Title Prize">â</a></h2> 160<p>Discovering a scrollâs title tells scholars what â and whom â they have been reading, and helps contextualize the entire work. We have already recovered the titles of <a href="/data_browser/PHerc0172">PHerc. 172</a> and <a href="/data_browser/PHerc0139">PHerc. 139</a> â but the title of Scroll 1, the scroll where the first passages were read, is still missing.</p> 161<p><strong>PHerc. Paris 4âs Title: <span class="vc-money">$50,000</span> to the first team to discover the title of <a href="/data_browser/PHercParis4">PHerc. Paris 4</a> (Scroll 1), using any of its scans â including the 2.4 µm volumes.</strong> Scroll 1 is one of our most-read scrolls: substantial continuous Greek text of an Epicurean prose work has been recovered, yet its author and title remain unknown. The expected title region has shown no detectable ink so far â possibly a different ink, and the top rows are physically missing â so finding it may take better methods, higher resolution, or looking somewhere new.</p> 162<p><strong>Deadline: June 25th, 2027 (11:59pm Pacific)</strong></p> 163<div class="mb-4"><img src="/img/data/title_example.webp" class="w-[50%] zoomable" width="768" height="514" loading="lazy" decoding="async"><figcaption class="mt-[-6px]">Visible Title in a Physically Opened Papyrus (PHerc. 1050).</figcaption></div> 164<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Submission criteria and requirements</summary><div><div class="collapsibleContent_i85q"><ul> 165<li> 166<p><strong>Mesh.</strong> The submission must contain the mesh, in tifxyz format, of the surface region containing the title, already including a low-distortion isometric 2D parametrization (flattening).</p> 167</li> 168<li> 169<p><strong>Image.</strong> Submissions must be an image of the virtually unwrapped region, showing the title visibly and legibly.</p> 170<ul> 171<li>Illustrate the ink predictions in the spatial context of the title search, similar to what is <a href="https://scrollprize.substack.com/p/30k-first-title-prize" target="_blank" rel="noopener noreferrer">shown here</a>. You <strong>
171do not</strong> have to read the title yourself â you have to produce an image of it that our team of papyrologists is able to read.</li> 172<li>Images must be generated programmatically from the reconstructed CT scan volume and the mesh submitted in the same package, and should not contain manual annotations of characters or text. Ink model outputs of this region should not overlap with any training data used.</li> 173<li>Specify which scan the image comes from â any of Scroll 1âs published volumes qualifies, including the 2.4 µm ones.</li> 174<li>Include a scale bar showing the size of 1 cm on the submission image, and the pixel and millimeter dimensions of a few representative letters.</li> 175<li>Name the image after the tifxyz mesh (from the same package) used to generate it, so it is traceable to the exact surface it was rendered from.</li> 176</ul> 177</li> 178<li> 179<p><strong>Methodology.</strong> A detailed technical description of how your solution works. We need to be able to reproduce your work, so please make this as easy as possible:</p> 180<ul> 181<li>For fully automated software, consider a Docker image that we can easily run to reproduce your work, and please include system requirements.</li> 182<li>For software with a human in the loop, please provide written instructions and a video explaining how to use your tool. Weâll work with you to learn how to use it, but weâd like to have a strong starting point.</li> 183<li>Please include an easily accessible link from which we can download it.</li> 184</ul> 185</li> 186<li> 187<p><strong>False-positive mitigation.</strong> If there is any risk of your model producing spurious patterns â apparent letterforms that are not actually supported by the data â please let us know how you mitigated that risk. Tell us why you are confident that the results you are getting are real.</p> 188<ul> 189<li>The larger your model's window size, the easier it is for it to invent plausible letterforms instead of recovering real ink. Large windows are fine, but you must demonstrate the letters and words are not hallucinated â for example by validating on a held-out region with known ground-truth.</li> 190<li>Do not include overlap between training and prediction regions â this leads to the memorization of annotated labels.</li> 191</ul> 192</li> 193<li> 194<p><strong>Held-out validation.</strong> Run your method on the public input renders/volumes with known ground truth (using k-fold validation if you trained on them) and include the results. We may also run your method, following your instructions, on held-out data with known ground truth.</p> 195</li> 196<li> 197<p><strong>Other information.</strong> Feel free to include any other things we should know.</p> 198</li> 199<li> 200<p>Your submission will be reviewed by the review teams to verify technical validity and papyrological plausibility and legibility.</p> 201</li> 202<li> 203<p>Submissions remain open until the prize is won: if we discover months from now that your method was right all along, you will then win.</p> 204</li> 205<li> 206<p>As with the Grand Prize, you <strong>must not</strong> make your discovery public until the prize is officially announced. We will work with you to announce your findings.</p> 207</li> 208</ul></div></div></details> 209<p><a href="https://forms.gle/4zeVPPBtNdSCAQa88" target="_blank" rel="noopener noreferrer">Submission Form</a></p> 210<hr> 211<div class="theme-admonition theme-admonition-tip admonition_xJq3 alert alert--success"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_BuS1"><p>The prizes above feel too ambitious? There are plenty of other ways to contribute!</p></div></div> 212<h2 class="anchor anchorWithStickyNavbar_LWe7" id="progress-prizes">
212Progress Prizes<a href="#progress-prizes" class="hash-link" aria-label="Direct link to Progress Prizes" title="Direct link to Progress Prizes">â</a></h2> 213<p>In addition to milestone-based prizes, we offer monthly prizes for open source contributions that help read the scrolls. 214These prizes are more open-ended, and we have a wishlist to provide some ideas. 215If you are new to the project, this is a great place to start.</p> 216<p><strong>Best Submission of the Month: <span class="vc-money">$20,000</span>, guaranteed every month, to the single best submission â selected by the Vesuvius Challenge team.</strong></p> 217<p>Beyond that, progress prizes will be awarded at a range of levels based on the significance of the contribution, typically <span class="vc-money">$20,000</span>, <span class="vc-money">$10,000</span>, <span class="vc-money">$5,000</span>, <span class="vc-money">$2,500</span>, <span class="vc-money">$1,000</span>, <span class="vc-money">$500</span> or <span class="vc-money">$250</span>.</p> 218<p>We favor submissions that:</p> 219<ul> 220<li>Are <strong>released or open-sourced early</strong>. Tools released earlier have a higher chance of being used for reading the scrolls than those released the last day of the month. This includes releasing model weights and training data where applicable.</li> 221<li>Actually <strong>get used</strong>. Weâll look for signals from the community: questions, comments, bug reports, feature requests. Our Annotation Team will publicly provide comments on tools they use.</li> 222<li>Improve results quantitatively and/or qualitatively on <strong>real data</strong>. If you are working on <a href="/data_datasets#ink-labels-2026-07">ink detection</a> or <a href="/data_datasets#surface-labels-2026-07">surface prediction</a> your method should be evaluated on our public datasets. If you are working on virtual unwrapping, show visually that papyrus fibers are visible on your output surface, and it doesn't jump across sheets in cross-section.</li> 223<li>Resolve outstanding <strong>bugs in tools that people are using</strong>, and that you are using yourself, evidenced by before/after screenshots, logs, etc.</li> 224<li>Reveal <strong>insightful, actionable</strong> information. If you are building analytic tools, show how they facilitated improvements to unwrapping or ink detection, for example by detecting failure-cases of existing methods on real scroll data, or producing information that resulted in better model results for the relevant task (see above).</li> 225<li>Are <strong>well documented</strong>. It helps a lot if relevant documentation, walkthroughs, images, tutorials or similar are included with the work so that others can use it!</li> 226</ul> 227<p>Any contribution that makes any of the <a href="/2026_open_problems">Open Problems</a> easier to address will be eligible for a Progress Prize. 228We maintain a <a href="https://github.com/ScrollPrize/villa/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22help%20wanted%22" target="_blank" rel="noopener noreferrer">public wishlist</a> of ideas that would make excellent progress prize submissions. 229<a href="https://github.com/ScrollPrize/villa/issues?q=is%3Aissue%20state%3Aopen%20label%3AVC3D" target="_blank" rel="noopener noreferrer">Improvements to VC3D</a> can be also considered for progress prizes! 230Some are additionally labeled as <a href="https://github.com/ScrollPrize/villa/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22good%20first%20issue%22" target="_blank" rel="noopener noreferrer">good first issues</a> for newcomers!</p> 231<!-- --> 232<p>Submissions are evaluated monthly, and multiple submissions/awards per month are permitted. The next deadline is 11:59pm Pacific, September 30th, 2026!</p> 233<!-- --> 234<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Submission criteria and requirements</summary><div><div class="collapsibleContent_i85q"><p><strong>Core Requirements:</strong></p><ol> 235<li>Problem Identification and Solution<!-- --> 236<ul> 237<li>Address a specific challenge using Vesuvius Challenge scroll data</li> 238<li>
238Provide clear implementation path and a demonstration of its use</li> 239<li>Demonstrate significant advantages over existing solutions</li> 240</ul> 241</li> 242<li>Documentation<!-- --> 243<ul> 244<li>Include comprehensive documentation</li> 245<li>Provide usage examples</li> 246</ul> 247</li> 248<li>Technical Integration<!-- --> 249<ul> 250<li>Accept standard community formats (e.g. OME-Zarr or Zarr arrays, tifxyz quadmeshes, triangular meshes)</li> 251<li>Maintain consistent output formats</li> 252<li>Designed for modular integration</li> 253</ul> 254</li> 255</ol></div></div></details> 256<!-- --> 257<p><a href="https://docs.google.com/forms/d/e/1FAIpQLScNBMj25FMnphngRG1Ciryv_2_Mkdq2YPJOD9WqPfZExII2iQ/viewform" target="_blank" rel="noopener noreferrer">Submission Form</a></p> 258<!-- --> 259<hr> 260<h2 class="anchor anchorWithStickyNavbar_LWe7" id="terms-and-conditions">Terms and Conditions<a href="#terms-and-conditions" class="hash-link" aria-label="Direct link to Terms and Conditions" title="Direct link to Terms and Conditions">â</a></h2> 261<p>Prizes are awarded at the sole discretion of Scroll Prize, Inc. and are subject to review by our Technical Team, Annotation Team, and Papyrological Team. We may issue more or fewer awards based on the spirit of the prize and the received submissions. You agree to make your method open source if you win a prize. It does not have to be open source at the time of submission, but you have to make it open source under a permissive license to accept the prize. Submissions for milestone prizes will close once the winner is announced and their methods are open sourced. Scroll Prize, Inc. reserves the right to modify prize terms at any time in order to more accurately reflect the spirit of the prize as designed. Prize winner must provide payment information to Scroll Prize, Inc. within 30 days of prize announcement to receive prize.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/get_started"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Get Started</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/2026_open_problems"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Open Problems</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#2027-grand-prize" class="table-of-contents__link toc-highlight">2027 Grand Prize</a></li><li><a href="#first-letters-prizes" class="table-of-contents__link toc-highlight">First Letters Prizes</a></li><li><a href="#first-title-prize" class="table-of-contents__link toc-highlight">PHerc. Paris 4âs Title Prize</a></li><li><a href="#progress-prizes" class="table-of-contents__link toc-highlight">Progress Prizes</a></li><li><a href="#terms-and-conditions" class="table-of-contents__link toc-highlight">Terms and Conditions</a></li></ul></div></div></div></div></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><a href="https://discord.gg/V4fJhvtaQn" target="_blank" rel="noopener noreferrer" class="footer__link-item">Discord<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://github.com/ScrollPrize" target="_blank" rel="noopener noreferrer" class="footer__link-item">GitHub<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://huggingface.co/scrollprize" target="_blank" rel="noopener noreferrer" class="footer__link-item">Hugging Face<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU">
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