{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/dinov2-learning-robust-visual-features","title":"DINOv2: Learning Robust Visual Features without Supervision","arxiv_id":"2304.07193","date":"2023-04-14","proceeding":null,"authors":["Maxime Oquab","Timothée Darcet","Théo Moutakanni","Huy Vo","Marc Szafraniec","Vasil Khalidov","Pierre Fernandez","Daniel Haziza","Francisco Massa","Alaaeldin El-Nouby","Mahmoud Assran","Nicolas Ballas","Wojciech Galuba","Russell Howes","Po-Yao Huang","Shang-Wen Li","Ishan Misra","Michael Rabbat","Vasu Sharma","Gabriel Synnaeve","Hu Xu","Hervé Jegou","Julien Mairal","Patrick Labatut","Armand Joulin","Piotr Bojanowski"],"abstract":"The recent breakthroughs in natural language processing for model pretraining on large quantities of data have opened the way for similar foundation models in computer vision. These models could greatly simplify the use of images in any system by producing all-purpose visual features, i.e., features that work across image distributions and tasks without finetuning. This work shows that existing pretraining methods, especially self-supervised methods, can produce such features if trained on enough curated data from diverse sources. We revisit existing approaches and combine different techniques to scale our pretraining in terms of data and model size. Most of the technical contributions aim at accelerating and stabilizing the training at scale. In terms of data, we propose an automatic pipeline to build a dedicated, diverse, and curated image dataset instead of uncurated data, as typically done in the self-supervised literature. In terms of models, we train a ViT model (Dosovitskiy et al., 2020) with 1B parameters and distill it into a series of smaller models that surpass the best available all-purpose features, OpenCLIP (Ilharco et al., 2021) on most of the benchmarks at image and pixel levels.","url_abs":"https://arxiv.org/abs/2304.07193v2","url_pdf":"https://arxiv.org/pdf/2304.07193v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/facebookresearch/dinov2","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/JHKim-snu/PGA","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/beneroth13/dinov2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/bespontaneous/proteus-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/buyeah1109/KEN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/buyeah1109/finc","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/fabio-sim/Depth-Anything-ONNX","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/facebookresearch/highrescanopyheight","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/gorkaydemir/DINOSAUR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/huggingface/transformers","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/marrlab/dinobloom","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/mohammedsb/dinov2formedical","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/open-edge-platform/geti","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/roboflow/rf-detr","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/seatizendoi/dinovdeau","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"CC0-1.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/zhu-xlab/softcon","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/2024-MindSpore-1/Code2/tree/main/model-1/dinov2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/BurguerJohn/global_perceptual_similarity_loss","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/BurguerJohn/torch-felix","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/OML-Team/open-metric-learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/PaddlePaddle/PASSL","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/leondgarse/keras_cv_attention_models/tree/main/keras_cv_attention_models/beit","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/open-edge-platform/training_extensions","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://github.com/pwc-1/Paper-8/tree/main/dinov2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"dinov2-learning-robust-visual-features","repo_url":"https://gitlab.com/birder/birder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"depth-estimation","task_name":"Depth Estimation"},{"task_slug":"domain-generalization","task_name":"Domain Generalization"},{"task_slug":"fine-grained-image-classification","task_name":"Fine-Grained Image Classification"},{"task_slug":"image-classification","task_name":"Image Classification"},{"task_slug":"image-retrieval","task_name":"Image Retrieval"},{"task_slug":"monocular-depth-estimation","task_name":"Monocular Depth Estimation"},{"task_slug":"self-supervised-image-classification","task_name":"Self-Supervised Image Classification"},{"task_slug":"semantic-segmentation","task_name":"Semantic Segmentation"},{"task_slug":"visual-place-recognition","task_name":"Visual Place Recognition"}],"methods":[{"method_slug":"1-bit-adam","method_name":"1-bit Adam"},{"method_slug":"adam","method_name":"Adam"}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/depth-estimation-on-nyu-depth-v2","task":"Depth Estimation","dataset":"NYU-Depth V2","model":"DINOv2 (ViT-g/14 frozen, w/ DPT decoder)","rank_in_archive_order":2,"of":17,"metrics":{"RMS":"0.279"},"uses_additional_data":true},{"leaderboard":"/sota/domain-generalization-on-imagenet-c","task":"Domain Generalization","dataset":"ImageNet-C","model":"DINOv2 (ViT-g/14, frozen model, linear eval)","rank_in_archive_order":1,"of":47,"metrics":{"Number of params":"1100M","mean Corruption Error (mCE)":"28.2"},"uses_additional_data":true},{"leaderboard":"/sota/domain-generalization-on-imagenet-c","task":"Domain Generalization","dataset":"ImageNet-C","model":"DINOv2 (ViT-L/14, frozen model, linear eval)","rank_in_archive_order":4,"of":47,"metrics":{"Number of params":"307M","mean Corruption Error (mCE)":"31.5"},"uses_additional_data":true},{"leaderboard":"/sota/domain-generalization-on-imagenet-c","task":"Domain Generalization","dataset":"ImageNet-C","model":"DINOv2 (ViT-B/14, frozen model, linear eval)","rank_in_archive_order":19,"of":47,"metrics":{"Number of params":"85M","mean Corruption Error (mCE)":"42.7"},"uses_additional_data":true},{"leaderboard":"/sota/domain-generalization-on-imagenet-c","task":"Domain Generalization","dataset":"ImageNet-C","model":"DINOv2 (ViT-S/14, frozen model, linear eval)","rank_in_archive_order":31,"of":47,"metrics":{"Number of params":"21M","mean Corruption Error (mCE)":"54.4"},"uses_additional_data":true},{"leaderboard":"/sota/fine-grained-image-classification-on-oxford-1","task":"Fine-Grained Image Classification","dataset":"Oxford-IIIT Pet Dataset","model":"DINOv2 (ViT-g/14, frozen model, linear eval)","rank_in_archive_order":3,"of":15,"metrics":{"Accuracy":"96.7"},"uses_additional_data":true},{"leaderboard":"/sota/image-classification-on-cifar-10","task":"Image Classification","dataset":"CIFAR-10","model":"DINOv2 (ViT-g/14, frozen model, linear eval)","rank_in_archive_order":2,"of":265,"metrics":{"Percentage correct":"99.5"},"uses_additional_data":true},{"leaderboard":"/sota/image-retrieval-on-amstertime","task":"Image Retrieval","dataset":"AmsterTime","model":"DINOv2 distilled (ViT-L/14 frozen)","rank_in_archive_order":1,"of":5,"metrics":{"mAP":"50.0"},"uses_additional_data":true},{"leaderboard":"/sota/image-retrieval-on-amstertime","task":"Image Retrieval","dataset":"AmsterTime","model":"DINOv2 (ViT-g/14 frozen)","rank_in_archive_order":2,"of":5,"metrics":{"mAP":"46.7"},"uses_additional_data":true},{"leaderboard":"/sota/image-retrieval-on-amstertime","task":"Image Retrieval","dataset":"AmsterTime","model":"DINOv2 distilled (ViT-B/14 frozen)","rank_in_archive_order":3,"of":5,"metrics":{"mAP":"45.6"},"uses_additional_data":true},{"leaderboard":"/sota/image-retrieval-on-amstertime","task":"Image Retrieval","dataset":"AmsterTime","model":"DINOv2 distilled (ViT-S/14 frozen)","rank_in_archive_order":4,"of":5,"metrics":{"mAP":"43.5"},"uses_additional_data":true},{"leaderboard":"/sota/monocular-depth-estimation-on-kitti-eigen","task":"Monocular Depth Estimation","dataset":"KITTI Eigen split","model":"DINOv2 (ViT-g/14 frozen, w/ DPT decoder)","rank_in_archive_order":40,"of":79,"metrics":{"Delta < 1.25":"0.968","Delta < 1.25^2":"0.997","Delta < 1.25^3":"0.9993","RMSE":"2.1128","RMSE log":"0.0882","Sq Rel":"0.1797","absolute relative error":"0.0652"},"uses_additional_data":false},{"leaderboard":"/sota/monocular-depth-estimation-on-nyu-depth-v2","task":"Monocular Depth Estimation","dataset":"NYU-Depth V2","model":"DINOv2 (ViT-g/14 frozen, w/ DPT decoder)","rank_in_archive_order":40,"of":85,"metrics":{"Delta < 1.25":"0.9497","Delta < 1.25^2":"0.996","Delta < 1.25^3":"0.9994","RMSE":"0.279","absolute relative error":"0.0907","log 10":"0.0371"},"uses_additional_data":true},{"leaderboard":"/sota/self-supervised-image-classification-on","task":"Self-Supervised Image Classification","dataset":"ImageNet","model":"DINOv2 (ViT-g/14 @448)","rank_in_archive_order":2,"of":144,"metrics":{"Number of Params":"1100M","Top 1 Accuracy":"86.7%"},"uses_additional_data":true},{"leaderboard":"/sota/self-supervised-image-classification-on","task":"Self-Supervised Image Classification","dataset":"ImageNet","model":"DINOv2 (ViT-g/14)","rank_in_archive_order":3,"of":144,"metrics":{"Number of Params":"1100M","Top 1 Accuracy":"86.5%"},"uses_additional_data":true},{"leaderboard":"/sota/self-supervised-image-classification-on","task":"Self-Supervised Image Classification","dataset":"ImageNet","model":"DINOv2 distilled (ViT-L/14)","rank_in_archive_order":4,"of":144,"metrics":{"Number of Params":"307M","Top 1 Accuracy":"86.3%"},"uses_additional_data":true},{"leaderboard":"/sota/self-supervised-image-classification-on","task":"Self-Supervised Image Classification","dataset":"ImageNet","model":"DINOv2 distilled (ViT-B/14)","rank_in_archive_order":7,"of":144,"metrics":{"Number of Params":"85M","Top 1 Accuracy":"84.5%"},"uses_additional_data":true},{"leaderboard":"/sota/self-supervised-image-classification-on","task":"Self-Supervised Image Classification","dataset":"ImageNet","model":"DINOv2 distilled (ViT-S/14)","rank_in_archive_order":17,"of":144,"metrics":{"Number of Params":"21M","Top 1 Accuracy":"81.1%"},"uses_additional_data":true},{"leaderboard":"/sota/self-supervised-image-classification-on-1","task":"Self-Supervised Image Classification","dataset":"ImageNet (finetuned)","model":"DINOv2 (ViT-g/14, 448)","rank_in_archive_order":1,"of":65,"metrics":{"Number of Params":"1100M","Top 1 Accuracy":"88.9%"},"uses_additional_data":true},{"leaderboard":"/sota/self-supervised-image-classification-on-1","task":"Self-Supervised Image Classification","dataset":"ImageNet (finetuned)","model":"DINOv2 (ViT-g/14)","rank_in_archive_order":3,"of":65,"metrics":{"Number of Params":"1100M","Top 1 Accuracy":"88.5%"},"uses_additional_data":true},{"leaderboard":"/sota/semantic-segmentation-on-ade20k","task":"Semantic Segmentation","dataset":"ADE20K","model":"DINOv2 (ViT-g/14 frozen model, w/ ViT-Adapter + Mask2former)","rank_in_archive_order":13,"of":235,"metrics":{"Params (M)":"1080","Validation mIoU":"60.2"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-fine-grained-grass","task":"Semantic Segmentation","dataset":"Fine-Grained Grass Segmentation Dataset","model":"DINOv2","rank_in_archive_order":8,"of":10,"metrics":{"mIoU":"47.57"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-17-places","task":"Visual Place Recognition","dataset":"17 Places","model":"DINOv2","rank_in_archive_order":5,"of":8,"metrics":{"Recall@1":"61.82"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-baidu-mall","task":"Visual Place Recognition","dataset":"Baidu Mall","model":"DINOv2","rank_in_archive_order":6,"of":8,"metrics":{"Recall@1":"49.21"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-gardens-point","task":"Visual Place Recognition","dataset":"Gardens Point","model":"DINOv2","rank_in_archive_order":5,"of":7,"metrics":{"Recall@1":"71.50"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-hawkins","task":"Visual Place Recognition","dataset":"Hawkins","model":"DINOv2","rank_in_archive_order":6,"of":7,"metrics":{"Recall@1":"27.97"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-laurel-caverns","task":"Visual Place Recognition","dataset":"Laurel Caverns","model":"DINOv2","rank_in_archive_order":3,"of":7,"metrics":{"Recall@1":"40.18"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-mid-atlantic","task":"Visual Place Recognition","dataset":"Mid-Atlantic Ridge","model":"DINOv2","rank_in_archive_order":6,"of":7,"metrics":{"Recall@1":"24.75"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-nardo-air","task":"Visual Place Recognition","dataset":"Nardo-Air","model":"DINOv2","rank_in_archive_order":2,"of":7,"metrics":{"Recall@1":"73.24"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-nardo-air-r","task":"Visual Place Recognition","dataset":"Nardo-Air R","model":"DINOv2","rank_in_archive_order":6,"of":8,"metrics":{"Recall@1":"71.83"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-oxford-robotcar-4","task":"Visual Place Recognition","dataset":"Oxford RobotCar Dataset","model":"DINOv2","rank_in_archive_order":5,"of":7,"metrics":{"Recall@1":"39.79"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-pittsburgh-30k","task":"Visual Place Recognition","dataset":"Pittsburgh-30k-test","model":"DINOv2","rank_in_archive_order":20,"of":22,"metrics":{"Recall@1":"78.32"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-st-lucia","task":"Visual Place Recognition","dataset":"St Lucia","model":"DINOv2","rank_in_archive_order":10,"of":14,"metrics":{"Recall@1":"78.62"},"uses_additional_data":false},{"leaderboard":"/sota/visual-place-recognition-on-vp-air","task":"Visual Place Recognition","dataset":"VP-Air","model":"DINOv2","rank_in_archive_order":2,"of":7,"metrics":{"Recall@1":"45.23"},"uses_additional_data":false}],"syntology":{"syntology_url":"https://syntology.ai/paper/2304.07193","atlas_url":"https://app.syntology.ai/?focus=2304.07193","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2304.07193"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/huggingface/transformers","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/OML-Team/open-metric-learning","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/roboflow/rf-detr","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/PaddlePaddle/PASSL","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/beneroth13/dinov2","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/pwc-1/Paper-8/tree/main/dinov2","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/2024-MindSpore-1/Code2/tree/main/model-1/dinov2","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/leondgarse/keras_cv_attention_models/tree/main/keras_cv_attention_models/beit","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mohammedsb/dinov2formedical","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/bespontaneous/proteus-pytorch","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/buyeah1109/finc","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/gorkaydemir/DINOSAUR","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/marrlab/dinobloom","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/fabio-sim/Depth-Anything-ONNX","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/buyeah1109/KEN","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/open-edge-platform/training_extensions","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/zhu-xlab/softcon","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://gitlab.com/birder/birder","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/facebookresearch/dinov2","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/JHKim-snu/PGA","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/BurguerJohn/global_perceptual_similarity_loss","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/BurguerJohn/torch-felix","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/open-edge-platform/geti","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/seatizendoi/dinovdeau","reach":{"status":"ok","spdx":"CC0-1.0"}}],"summary":{"ran":30,"ran_fixture":2,"ran_honours":2,"ran_draft_wrong":2,"unverified":10},"by_repo_kind":{"listed":{"samples":46,"ran":36,"repositories":10}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":12,"samples":[{"code_sha256_prefix":"9557b19d4ebe95ac","entry":"Attention","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9557b19d4ebe95ac"}},{"code_sha256_prefix":"8598c6b96e3a0fbb","entry":"Attention","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"8598c6b96e3a0fbb"}},{"code_sha256_prefix":"0d03b714971c0501","entry":"Block","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0d03b714971c0501"}},{"code_sha256_prefix":"927d2139eab04c62","entry":"BlockChunk","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"927d2139eab04c62"}},{"code_sha256_prefix":"6ceb2adc39304f27","entry":"CreateWeights","repo":"BurguerJohn/torch-felix","repo_kind":"listed","path":"felix.py","file_url":"https://github.com/BurguerJohn/torch-felix/blob/HEAD/felix.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6ceb2adc39304f27"}},{"code_sha256_prefix":"e9df43ed81dc2b08","entry":"Decoder","repo":"gorkaydemir/DINOSAUR","repo_kind":"listed","path":"models/model.py","file_url":"https://github.com/gorkaydemir/DINOSAUR/blob/HEAD/models/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e9df43ed81dc2b08"}},{"code_sha256_prefix":"22e81d05c408426c","entry":"DropPath","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"22e81d05c408426c"}},{"code_sha256_prefix":"05d603aa1a9a31eb","entry":"ISA","repo":"gorkaydemir/DINOSAUR","repo_kind":"listed","path":"models/model.py","file_url":"https://github.com/gorkaydemir/DINOSAUR/blob/HEAD/models/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"05d603aa1a9a31eb"}},{"code_sha256_prefix":"1d18daa479e53b33","entry":"LayerScale","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1d18daa479e53b33"}},{"code_sha256_prefix":"d502f73859574661","entry":"LayerScale","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d502f73859574661"}},{"code_sha256_prefix":"8912a968e28ea03d","entry":"MLP","repo":"gorkaydemir/DINOSAUR","repo_kind":"listed","path":"models/model.py","file_url":"https://github.com/gorkaydemir/DINOSAUR/blob/HEAD/models/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8912a968e28ea03d"}},{"code_sha256_prefix":"5fe0498944067403","entry":"MaskingGenerator","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5fe0498944067403"}},{"code_sha256_prefix":"11ea568c90b9f65a","entry":"Mlp","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"11ea568c90b9f65a"}},{"code_sha256_prefix":"a5b98a91fdfc68fa","entry":"Mlp","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a5b98a91fdfc68fa"}},{"code_sha256_prefix":"8b5fc434aefb49a7","entry":"PatchEmbed","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8b5fc434aefb49a7"}},{"code_sha256_prefix":"421274bff5d2b1e9","entry":"PatchEmbed","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"421274bff5d2b1e9"}},{"code_sha256_prefix":"389e99f57cbc96c6","entry":"SA","repo":"gorkaydemir/DINOSAUR","repo_kind":"listed","path":"models/model.py","file_url":"https://github.com/gorkaydemir/DINOSAUR/blob/HEAD/models/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"389e99f57cbc96c6"}},{"code_sha256_prefix":"5b78a828a7e415d5","entry":"add_residual","repo":"beneroth13/dinov2","repo_kind":"listed","path":"dinov2/layers/block.py","file_url":"https://github.com/beneroth13/dinov2/blob/HEAD/dinov2/layers/block.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5b78a828a7e415d5"}},{"code_sha256_prefix":"707671e31e8906f9","entry":"collate_fn_monolabel","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/trainer/tools.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/trainer/tools.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"707671e31e8906f9"}},{"code_sha256_prefix":"7db18bed330a0eff","entry":"collate_fn_multilabel","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/trainer/tools.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/trainer/tools.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7db18bed330a0eff"}},{"code_sha256_prefix":"1dc3843893b5cd44","entry":"compute_best_threshold","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/utils/evaluation.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/utils/evaluation.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1dc3843893b5cd44"}},{"code_sha256_prefix":"2460ef2831016887","entry":"compute_metrics_monolabel","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/trainer/tools.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/trainer/tools.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"2460ef2831016887"}},{"code_sha256_prefix":"4a4314d5371e5636","entry":"create_head","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/model/model_setup.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/model/model_setup.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"4a4314d5371e5636"}},{"code_sha256_prefix":"ba6d096d6c5fffc9","entry":"drop_add_residual_stochastic_depth","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ba6d096d6c5fffc9"}},{"code_sha256_prefix":"931b30d6ce9e37cb","entry":"drop_add_residual_stochastic_depth","repo":"marrlab/dinobloom","repo_kind":"listed","path":"dinov2/layers/block.py","file_url":"https://github.com/marrlab/dinobloom/blob/HEAD/dinov2/layers/block.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"931b30d6ce9e37cb"}},{"code_sha256_prefix":"c157f5b112b3a392","entry":"drop_path","repo":"beneroth13/dinov2","repo_kind":"listed","path":"dinov2/layers/drop_path.py","file_url":"https://github.com/beneroth13/dinov2/blob/HEAD/dinov2/layers/drop_path.py","link_basis":"plan_row","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c157f5b112b3a392"}},{"code_sha256_prefix":"d73ef6282cb6a0dc","entry":"format_transforms_to_markdown","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/utils/model_card_generator.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/utils/model_card_generator.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d73ef6282cb6a0dc"}},{"code_sha256_prefix":"dfc557c31ab30db4","entry":"get_config_env","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/utils/utils.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/utils/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"dfc557c31ab30db4"}},{"code_sha256_prefix":"5e5ca5dc0d79533a","entry":"get_training_type_from_args","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/utils/enums.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/utils/enums.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5e5ca5dc0d79533a"}},{"code_sha256_prefix":"5474362c7aad954b","entry":"logits_to_probs","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/utils/evaluation.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/utils/evaluation.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5474362c7aad954b"}},{"code_sha256_prefix":"3c04490a215299f2","entry":"make_2tuple","repo":"beneroth13/dinov2","repo_kind":"listed","path":"dinov2/layers/patch_embed.py","file_url":"https://github.com/beneroth13/dinov2/blob/HEAD/dinov2/layers/patch_embed.py","link_basis":"plan_row","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3c04490a215299f2"}},{"code_sha256_prefix":"1844e38d40beb412","entry":"make_2tuple","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1844e38d40beb412"}},{"code_sha256_prefix":"e7fcb6d9ac9deaf4","entry":"named_apply","repo":"beneroth13/dinov2","repo_kind":"listed","path":"dinov2/models/vision_transformer.py","file_url":"https://github.com/beneroth13/dinov2/blob/HEAD/dinov2/models/vision_transformer.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"e7fcb6d9ac9deaf4"}},{"code_sha256_prefix":"764b0f3c664386a8","entry":"named_apply","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"764b0f3c664386a8"}},{"code_sha256_prefix":"66fcba2b19055cb7","entry":"sigmoid","repo":"seatizendoi/dinovdeau","repo_kind":"listed","path":"src/utils/evaluation.py","file_url":"https://github.com/seatizendoi/dinovdeau/blob/HEAD/src/utils/evaluation.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"CC0-1.0","inline_ok":true,"mcp_get_code":{"code_sha256":"66fcba2b19055cb7"}},{"code_sha256_prefix":"c3b15e0d7daa5901","entry":"wrap_forward","repo":"PaddlePaddle/PASSL","repo_kind":"listed","path":"passl/core/recompute.py","file_url":"https://github.com/PaddlePaddle/PASSL/blob/HEAD/passl/core/recompute.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c3b15e0d7daa5901"}},{"code_sha256_prefix":"912e7d3558003565","entry":"Block","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"912e7d3558003565"}},{"code_sha256_prefix":"165b58cc341915b6","entry":"DINOSAURpp","repo":"gorkaydemir/DINOSAUR","repo_kind":"listed","path":"models/model.py","file_url":"https://github.com/gorkaydemir/DINOSAUR/blob/HEAD/models/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"165b58cc341915b6"}},{"code_sha256_prefix":"2befc0a9ae12b450","entry":"DINOv2FeatureExtractor","repo":"buyeah1109/KEN","repo_kind":"listed","path":"KEN/features/DINOv2FeatureExtractor.py","file_url":"https://github.com/buyeah1109/KEN/blob/HEAD/KEN/features/DINOv2FeatureExtractor.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2befc0a9ae12b450"}},{"code_sha256_prefix":"64bfcff23fded249","entry":"DinoVisionTransformer","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"64bfcff23fded249"}},{"code_sha256_prefix":"d377a1c9f26035bb","entry":"DinoVisionTransformer","repo":"facebookresearch/highrescanopyheight","repo_kind":"listed","path":"models/backbone.py","file_url":"https://github.com/facebookresearch/highrescanopyheight/blob/HEAD/models/backbone.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d377a1c9f26035bb"}},{"code_sha256_prefix":"316832e67ccf3416","entry":"GlobalPercLossTeacherStudent","repo":"BurguerJohn/global_perceptual_similarity_loss","repo_kind":"listed","path":"GlobalPercLossTeacherStudent.py","file_url":"https://github.com/BurguerJohn/global_perceptual_similarity_loss/blob/HEAD/GlobalPercLossTeacherStudent.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"316832e67ccf3416"}},{"code_sha256_prefix":"5d16d4d4fc573ac7","entry":"add_residual","repo":"marrlab/dinobloom","repo_kind":"listed","path":"dinov2/layers/block.py","file_url":"https://github.com/marrlab/dinobloom/blob/HEAD/dinov2/layers/block.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5d16d4d4fc573ac7"}},{"code_sha256_prefix":"85f7ffc01945bb72","entry":"drop_add_residual_stochastic_depth","repo":"beneroth13/dinov2","repo_kind":"listed","path":"dinov2/layers/block.py","file_url":"https://github.com/beneroth13/dinov2/blob/HEAD/dinov2/layers/block.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"85f7ffc01945bb72"}},{"code_sha256_prefix":"5be3610fa1fee19e","entry":"get_branges_scales","repo":"beneroth13/dinov2","repo_kind":"listed","path":"dinov2/layers/block.py","file_url":"https://github.com/beneroth13/dinov2/blob/HEAD/dinov2/layers/block.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5be3610fa1fee19e"}},{"code_sha256_prefix":"9c2af68d5f7355a0","entry":"init_weights_vit_timm","repo":"ByungKwanLee/Causal-Unsupervised-Segmentation","repo_kind":"listed","path":"models/dinov2vit.py","file_url":"https://github.com/ByungKwanLee/Causal-Unsupervised-Segmentation/blob/HEAD/models/dinov2vit.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9c2af68d5f7355a0"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}