{"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/maxim-multi-axis-mlp-for-image-processing","title":"MAXIM: Multi-Axis MLP for Image Processing","arxiv_id":"2201.02973","date":"2022-01-09","proceeding":"CVPR 2022 1","authors":["Zhengzhong Tu","Hossein Talebi","Han Zhang","Feng Yang","Peyman Milanfar","Alan Bovik","Yinxiao Li"],"abstract":"Recent progress on Transformers and multi-layer perceptron (MLP) models provide new network architectural designs for computer vision tasks. Although these models proved to be effective in many vision tasks such as image recognition, there remain challenges in adapting them for low-level vision. The inflexibility to support high-resolution images and limitations of local attention are perhaps the main bottlenecks. In this work, we present a multi-axis MLP based architecture called MAXIM, that can serve as an efficient and flexible general-purpose vision backbone for image processing tasks. MAXIM uses a UNet-shaped hierarchical structure and supports long-range interactions enabled by spatially-gated MLPs. Specifically, MAXIM contains two MLP-based building blocks: a multi-axis gated MLP that allows for efficient and scalable spatial mixing of local and global visual cues, and a cross-gating block, an alternative to cross-attention, which accounts for cross-feature conditioning. Both these modules are exclusively based on MLPs, but also benefit from being both global and `fully-convolutional', two properties that are desirable for image processing. Our extensive experimental results show that the proposed MAXIM model achieves state-of-the-art performance on more than ten benchmarks across a range of image processing tasks, including denoising, deblurring, deraining, dehazing, and enhancement while requiring fewer or comparable numbers of parameters and FLOPs than competitive models. The source code and trained models will be available at \\url{https://github.com/google-research/maxim}.","url_abs":"https://arxiv.org/abs/2201.02973v2","url_pdf":"https://arxiv.org/pdf/2201.02973v2.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":"maxim-multi-axis-mlp-for-image-processing","repo_url":"https://github.com/google-research/maxim","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"jax","reach":null},{"paper_slug":"maxim-multi-axis-mlp-for-image-processing","repo_url":"https://github.com/sayakpaul/maxim-tf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"maxim-multi-axis-mlp-for-image-processing","repo_url":"https://github.com/vztu/maxim-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"deblurring","task_name":"Deblurring"},{"task_slug":"denoising","task_name":"Denoising"},{"task_slug":"image-deblurring","task_name":"Image Deblurring"},{"task_slug":"image-dehazing","task_name":"Image Dehazing"},{"task_slug":"image-denoising","task_name":"Image Denoising"},{"task_slug":"image-restoration","task_name":"Image Restoration"},{"task_slug":"low-light-image-enhancement","task_name":"Low-Light Image Enhancement"},{"task_slug":"photo-retouching","task_name":"Photo Retouching"},{"task_slug":"rain-removal","task_name":"Rain Removal"},{"task_slug":"single-image-deraining","task_name":"Single Image Deraining"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/deblurring-on-based-1","task":"Deblurring","dataset":"BASED","model":"MAXIM (REDS)","rank_in_archive_order":4,"of":4,"metrics":{"PSNR":"30.65728"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-gopro","task":"Deblurring","dataset":"GoPro","model":"MAXIM-3S","rank_in_archive_order":30,"of":56,"metrics":{"PSNR":"32.86"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-hide","task":"Deblurring","dataset":"HIDE","model":"MAXIM-3S","rank_in_archive_order":1,"of":1,"metrics":{"PSNR":"32.83"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-hide-trained-on-gopro","task":"Deblurring","dataset":"HIDE (trained on GOPRO)","model":"MAXIM","rank_in_archive_order":1,"of":26,"metrics":{"PSNR (sRGB)":"32.83","Params (M)":"22.2","SSIM (sRGB)":"0.956"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-based","task":"Deblurring","dataset":"MSU BASED","model":"MAXIM (REDS)","rank_in_archive_order":5,"of":11,"metrics":{"ERQAv2.0":"0.74277","LPIPS":"0.07836","SSIM":"0.94959","Subjective":"1.0081","VMAF":"67.3502"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-based","task":"Deblurring","dataset":"MSU BASED","model":"MAXIM (GoPro)","rank_in_archive_order":9,"of":11,"metrics":{"LPIPS":"0.09188","PSNR":"31.36344","SSIM":"0.94386","Subjective":"0.2070","VMAF":"67.7557"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-realblur-j-1","task":"Deblurring","dataset":"RealBlur-J","model":"MAXIM","rank_in_archive_order":8,"of":17,"metrics":{"PSNR (sRGB)":"32.84","Params(M)":"22.2","SSIM (sRGB)":"0.935"},"uses_additional_data":true},{"leaderboard":"/sota/deblurring-on-realblur-j-trained-on-gopro","task":"Deblurring","dataset":"RealBlur-J (trained on GoPro)","model":"MAXIM","rank_in_archive_order":8,"of":15,"metrics":{"PSNR (sRGB)":"28.83","SSIM (sRGB)":"0.875"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-realblur-r","task":"Deblurring","dataset":"RealBlur-R","model":"MAXIM","rank_in_archive_order":13,"of":17,"metrics":{"PSNR (sRGB)":"39.45"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-realblur-r","task":"Deblurring","dataset":"RealBlur-R","model":"MAXIM-3S","rank_in_archive_order":17,"of":17,"metrics":{"SSIM (sRGB)":"0.961"},"uses_additional_data":false},{"leaderboard":"/sota/deblurring-on-realblur-r-trained-on-gopro","task":"Deblurring","dataset":"RealBlur-R (trained on GoPro)","model":"MAXIM","rank_in_archive_order":10,"of":19,"metrics":{"PSNR (sRGB)":"35.78"},"uses_additional_data":false},{"leaderboard":"/sota/image-deblurring-on-gopro","task":"Image Deblurring","dataset":"GoPro","model":"MAXIM-3S","rank_in_archive_order":32,"of":55,"metrics":{"PSNR":"32.86"},"uses_additional_data":false},{"leaderboard":"/sota/image-deblurring-on-hide","task":"Image Deblurring","dataset":"HIDE","model":"MAXIM-3S","rank_in_archive_order":5,"of":5,"metrics":{"SSIM":"0.956"},"uses_additional_data":false},{"leaderboard":"/sota/image-dehazing-on-sots-indoor","task":"Image Dehazing","dataset":"SOTS Indoor","model":"MAXIM-2S","rank_in_archive_order":19,"of":34,"metrics":{"PSNR":"38.11"},"uses_additional_data":false},{"leaderboard":"/sota/image-dehazing-on-sots-outdoor","task":"Image Dehazing","dataset":"SOTS Outdoor","model":"MAXIM-2S","rank_in_archive_order":20,"of":31,"metrics":{"PSNR":"34.19"},"uses_additional_data":false},{"leaderboard":"/sota/image-denoising-on-dnd","task":"Image Denoising","dataset":"DND","model":"MAXIM-3S","rank_in_archive_order":8,"of":16,"metrics":{"PSNR (sRGB)":"39.84","SSIM (sRGB)":"0.954"},"uses_additional_data":false},{"leaderboard":"/sota/image-denoising-on-sidd","task":"Image Denoising","dataset":"SIDD","model":"MAXIM-3S","rank_in_archive_order":8,"of":22,"metrics":{"PSNR (sRGB)":"39.96","SSIM (sRGB)":"0.960"},"uses_additional_data":false},{"leaderboard":"/sota/low-light-image-enhancement-on-lol","task":"Low-Light Image Enhancement","dataset":"LOL","model":"MAXIM","rank_in_archive_order":30,"of":40,"metrics":{"Average PSNR":"23.43","SSIM":"0.863"},"uses_additional_data":false},{"leaderboard":"/sota/photo-retouching-on-mit-adobe-5k","task":"Photo Retouching","dataset":"MIT-Adobe 5k","model":"MAXIM","rank_in_archive_order":1,"of":5,"metrics":{"PSNR":"26.15","SSIM":"0.945"},"uses_additional_data":false},{"leaderboard":"/sota/single-image-deraining-on-rain100h","task":"Single Image Deraining","dataset":"Rain100H","model":"MAXIM","rank_in_archive_order":16,"of":19,"metrics":{"SSIM":"0.903"},"uses_additional_data":false},{"leaderboard":"/sota/single-image-deraining-on-rain100l","task":"Single Image Deraining","dataset":"Rain100L","model":"MAXIM","rank_in_archive_order":15,"of":19,"metrics":{"SSIM":"0.977"},"uses_additional_data":false},{"leaderboard":"/sota/single-image-deraining-on-test100","task":"Single Image Deraining","dataset":"Test100","model":"MAXIM","rank_in_archive_order":4,"of":12,"metrics":{"PSNR":"31.17","SSIM":"0.922"},"uses_additional_data":false},{"leaderboard":"/sota/single-image-deraining-on-test1200","task":"Single Image Deraining","dataset":"Test1200","model":"MAXIM","rank_in_archive_order":10,"of":14,"metrics":{"SSIM":"0.922"},"uses_additional_data":false},{"leaderboard":"/sota/single-image-deraining-on-test2800","task":"Single Image Deraining","dataset":"Test2800","model":"MAXIM","rank_in_archive_order":4,"of":12,"metrics":{"PSNR":"33.80"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2201.02973","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2201.02973"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+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/google-research/maxim","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/vztu/maxim-pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/sayakpaul/maxim-tf","reach":null}],"summary":{"ran_draft_wrong":11,"ran":14,"ran_fixture":2,"unverified":19},"by_repo_kind":{"official":{"samples":12,"ran":7,"repositories":1},"listed":{"samples":34,"ran":20,"repositories":2}},"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":0,"samples":[{"code_sha256_prefix":"7ed1b7f6a7fca542","entry":"BlockGatingUnit","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7ed1b7f6a7fca542"}},{"code_sha256_prefix":"9f6816f577e4daf7","entry":"BlockGmlpLayer","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9f6816f577e4daf7"}},{"code_sha256_prefix":"19b896e6c80f7746","entry":"CALayer","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"19b896e6c80f7746"}},{"code_sha256_prefix":"324d6a11c6374570","entry":"CALayer","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"324d6a11c6374570"}},{"code_sha256_prefix":"766dd58d53750085","entry":"CrossGatingBlock","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"766dd58d53750085"}},{"code_sha256_prefix":"084dcbcab94aaf9e","entry":"GetSpatialGatingWeights","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"084dcbcab94aaf9e"}},{"code_sha256_prefix":"258edcba99050dce","entry":"GetSpatialGatingWeights","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"258edcba99050dce"}},{"code_sha256_prefix":"9ec31f74d265cc86","entry":"GridGatingUnit","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9ec31f74d265cc86"}},{"code_sha256_prefix":"05dca5627244f135","entry":"GridGmlpLayer","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"05dca5627244f135"}},{"code_sha256_prefix":"e60caa8706cbaa5e","entry":"MlpBlock","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"e60caa8706cbaa5e"}},{"code_sha256_prefix":"4cbc099a6c833993","entry":"MlpBlock","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"4cbc099a6c833993"}},{"code_sha256_prefix":"a848dc175add161e","entry":"RCAB","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"a848dc175add161e"}},{"code_sha256_prefix":"5333727b65d8f4e5","entry":"RCAB","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5333727b65d8f4e5"}},{"code_sha256_prefix":"1fdc0576592cc66d","entry":"RDCAB","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"1fdc0576592cc66d"}},{"code_sha256_prefix":"d3804c01fc7b2d0b","entry":"RDCAB","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d3804c01fc7b2d0b"}},{"code_sha256_prefix":"03c67e5e165e1da6","entry":"Resizing","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"03c67e5e165e1da6"}},{"code_sha256_prefix":"e1002ec72887a8e7","entry":"SAM","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"e1002ec72887a8e7"}},{"code_sha256_prefix":"cc569d6b5f02b960","entry":"SwapAxes","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"cc569d6b5f02b960"}},{"code_sha256_prefix":"61cbfaf1cb7f570e","entry":"TFBlockImages","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"61cbfaf1cb7f570e"}},{"code_sha256_prefix":"42206e2f2fad7d53","entry":"UpSampleRatio","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"42206e2f2fad7d53"}},{"code_sha256_prefix":"612b66e64a594d39","entry":"UpSampleRatio","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"612b66e64a594d39"}},{"code_sha256_prefix":"8a67f23552a44d61","entry":"block_images_einops","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"maxim_pytorch/maxim_torch.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/maxim_pytorch/maxim_torch.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"8a67f23552a44d61"}},{"code_sha256_prefix":"d292dd965ab59629","entry":"calculate_psnr","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"Deblurring/utils.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/Deblurring/utils.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":"d292dd965ab59629"}},{"code_sha256_prefix":"a05b184dc6c264a0","entry":"calculate_ssim","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"Deblurring/utils.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/Deblurring/utils.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":"a05b184dc6c264a0"}},{"code_sha256_prefix":"91fa50e293bf2fde","entry":"compute_psnr","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"Deblurring/evaluate_realblur.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/Deblurring/evaluate_realblur.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":"91fa50e293bf2fde"}},{"code_sha256_prefix":"ba721aeacc165234","entry":"ssim","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"Deblurring/utils.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/Deblurring/utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ba721aeacc165234"}},{"code_sha256_prefix":"627ea4c76565d927","entry":"unblock_images_einops","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"maxim_pytorch/maxim_torch.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/maxim_pytorch/maxim_torch.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"627ea4c76565d927"}},{"code_sha256_prefix":"1f82af068fbcb99b","entry":"BottleneckBlock","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"1f82af068fbcb99b"}},{"code_sha256_prefix":"8f3bf5e1e1ab7a8a","entry":"BottleneckBlock","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"8f3bf5e1e1ab7a8a"}},{"code_sha256_prefix":"ccc6692913775565","entry":"CrossGatingBlock","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"ccc6692913775565"}},{"code_sha256_prefix":"cf9ff379ec874bea","entry":"MAXIM","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"cf9ff379ec874bea"}},{"code_sha256_prefix":"fa1baf06efa9af1a","entry":"MAXIM","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"fa1baf06efa9af1a"}},{"code_sha256_prefix":"2a2c1a868e2dcde6","entry":"ResidualSplitHeadMultiAxisGmlpLayer","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"2a2c1a868e2dcde6"}},{"code_sha256_prefix":"5677718f64cf57a1","entry":"SAM","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"5677718f64cf57a1"}},{"code_sha256_prefix":"bfc4a56270266181","entry":"TFBlockImagesByGrid","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"bfc4a56270266181"}},{"code_sha256_prefix":"bbe59c0f7d80a435","entry":"TFUnblockImages","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"bbe59c0f7d80a435"}},{"code_sha256_prefix":"368f5be0ac386cea","entry":"UNetDecoderBlock","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"368f5be0ac386cea"}},{"code_sha256_prefix":"388ba9abc6d6edcf","entry":"UNetDecoderBlock","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"388ba9abc6d6edcf"}},{"code_sha256_prefix":"65880b9a096f0b2e","entry":"UNetEncoderBlock","repo":"google-research/maxim","repo_kind":"official","path":"maxim/models/maxim.py","file_url":"https://github.com/google-research/maxim/blob/HEAD/maxim/models/maxim.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":"65880b9a096f0b2e"}},{"code_sha256_prefix":"8cae04426d07cd86","entry":"UNetEncoderBlock","repo":"sayakpaul/maxim-tf","repo_kind":"listed","path":"maxim/maxim.py","file_url":"https://github.com/sayakpaul/maxim-tf/blob/HEAD/maxim/maxim.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":"8cae04426d07cd86"}},{"code_sha256_prefix":"464c3d3b7a1eb4b3","entry":"compute_ssim","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"Deblurring/evaluate_realblur.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/Deblurring/evaluate_realblur.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":"464c3d3b7a1eb4b3"}},{"code_sha256_prefix":"1b0d800507b48241","entry":"get_params","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"maxim_pytorch/jax2torch.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/maxim_pytorch/jax2torch.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":"1b0d800507b48241"}},{"code_sha256_prefix":"5aad1c1e328fd4ec","entry":"image_align","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"Deblurring/evaluate_realblur.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/Deblurring/evaluate_realblur.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":"5aad1c1e328fd4ec"}},{"code_sha256_prefix":"24049a3abbb124a4","entry":"modify_jax_params","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"maxim_pytorch/jax2torch.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/maxim_pytorch/jax2torch.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":"24049a3abbb124a4"}},{"code_sha256_prefix":"ecee36a6f46993db","entry":"nearest_downsample","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"maxim_pytorch/maxim_torch.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/maxim_pytorch/maxim_torch.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":"ecee36a6f46993db"}},{"code_sha256_prefix":"2a480b42a952d169","entry":"recover_tree","repo":"vztu/maxim-pytorch","repo_kind":"listed","path":"maxim_pytorch/jax2torch.py","file_url":"https://github.com/vztu/maxim-pytorch/blob/HEAD/maxim_pytorch/jax2torch.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":"2a480b42a952d169"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}