{"adoption": {"forks": 116, "observed_at": "2026-08-28T04:03:31.633255+00:00", "stars": 1085}, "canonical_url": "https://ross.abutalabs.com/products/maxim", "card": {"archived": true, "artifact_type": "library", "description": "[CVPR 2022 Oral] Official repository for \"MAXIM: Multi-Axis MLP for Image Processing\". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.", "domain": ["computer-vision", "image-processing", "deep-learning"], "enriched": true, "function": ["image-processing", "machine-learning", "deep-learning"], "health_score": 10, "homepage": "https://arxiv.org/abs/2201.02973", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["google-research/maxim"], "name": "google-research/maxim", "platform": ["python"], "pushed_at": "2023-06-09T18:15:50+00:00", "repo": "google-research/maxim", "stars": 1085, "tags": ["image-restoration", "denoising", "deblurring", "deraining", "dehazing", "low-light-enhancement", "mlp-architecture", "cvpr-2022", "research-code", "gpu"], "topics": ["image", "architecture", "image-processing", "computer-vision", "transformer", "mlp", "enhancement", "image-restoration", "restoration", "denoising", "deblurring", "dehazing", "deraining", "retouching", "low-level-vision", "image-enhancement"], "urls": [], "use_cases": ["remove noise from photos with a deep learning model", "deblur blurry images", "remove rain streaks from images", "dehaze foggy photos", "enhance low-light images", "retouch photos automatically", "research a UNet-style MLP vision backbone"], "what_it_is": "Official implementation of MAXIM, a multi-axis MLP architecture for low-level image processing tasks, presented as a CVPR 2022 oral paper. It provides pretrained models and training code achieving state-of-the-art results on denoising, deblurring, deraining, dehazing, and image enhancement benchmarks.", "when_to_avoid": ["you need a production image editing app with a UI", "you want actively maintained code with frequent updates", "your task is high-level vision like classification or detection"], "when_to_choose": []}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/maxim", "repo": "google-research/maxim", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:31.633255+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:49:48.572391+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b26cbdb9a8e5dd5f12cfd5b89f9fc631e2beae99eb23ae4ef3c12b4433fafde4", "fetched_at": "2026-08-28T04:03:31.633255+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-research/maxim"}, {"content_hash": "b44601909bcc62b4868b8fe97e6af40a93c092a104d371bc22d6d50e9fa04481", "fetched_at": "2026-08-29T12:52:52.697004+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2201.02973"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T12:52:52.706560+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T12:52:52.710723+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T12:52:52.712718+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T12:52:52.708622+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1632, "days_push": 1181, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}