{"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/bringing-old-photos-back-to-life","title":"Bringing Old Photos Back to Life","arxiv_id":"2004.09484","date":"2020-04-20","proceeding":"CVPR 2020 6","authors":["Zi-Yu Wan","Bo Zhang","Dong-Dong Chen","Pan Zhang","Dong Chen","Jing Liao","Fang Wen"],"abstract":"We propose to restore old photos that suffer from severe degradation through a deep learning approach. Unlike conventional restoration tasks that can be solved through supervised learning, the degradation in real photos is complex and the domain gap between synthetic images and real old photos makes the network fail to generalize. Therefore, we propose a novel triplet domain translation network by leveraging real photos along with massive synthetic image pairs. Specifically, we train two variational autoencoders (VAEs) to respectively transform old photos and clean photos into two latent spaces. And the translation between these two latent spaces is learned with synthetic paired data. This translation generalizes well to real photos because the domain gap is closed in the compact latent space. Besides, to address multiple degradations mixed in one old photo, we design a global branch with a partial nonlocal block targeting to the structured defects, such as scratches and dust spots, and a local branch targeting to the unstructured defects, such as noises and blurriness. Two branches are fused in the latent space, leading to improved capability to restore old photos from multiple defects. The proposed method outperforms state-of-the-art methods in terms of visual quality for old photos restoration.","url_abs":"https://arxiv.org/abs/2004.09484v1","url_pdf":"https://arxiv.org/pdf/2004.09484v1.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":"bringing-old-photos-back-to-life","repo_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"bringing-old-photos-back-to-life","repo_url":"https://github.com/ImportPaddle/Old2Life","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"paddle","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"bringing-old-photos-back-to-life","repo_url":"https://github.com/Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"bringing-old-photos-back-to-life","repo_url":"https://github.com/Sang2710/Bringing-old-photos-back-to-life","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"bringing-old-photos-back-to-life","repo_url":"https://github.com/random-zhang/Bringing-Old-Photos-Back-to-Life-master","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"bringing-old-photos-back-to-life","repo_url":"https://github.com/shinde-Pratik/Image-Restoration","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"bringing-old-photos-back-to-life","repo_url":"https://github.com/yasamin-niknam/Image-Restoration","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"image-restoration","task_name":"Image Restoration"},{"task_slug":"translation","task_name":"Translation"},{"task_slug":null,"task_name":"Triplet"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2004.09484","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2004.09484"}},"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/ImportPaddle/Old2Life","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/random-zhang/Bringing-Old-Photos-Back-to-Life-master","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Sang2710/Bringing-old-photos-back-to-life","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/shinde-Pratik/Image-Restoration","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/yasamin-niknam/Image-Restoration","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran":1,"ran_draft_wrong":1,"unverified":29},"by_repo_kind":{"official":{"samples":11,"ran":1,"repositories":1},"listed":{"samples":20,"ran":1,"repositories":5}},"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":20,"samples":[{"code_sha256_prefix":"ac269a0e4b8d946e","entry":"default_loader","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"Face_Enhancement/data_FE/image_folder.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/Face_Enhancement/data_FE/image_folder.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":false,"mcp_get_code":{"code_sha256":"ac269a0e4b8d946e"}},{"code_sha256_prefix":"50aa4a59fe718c61","entry":"get_pad_layer","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Global/detection_models/antialiasing.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/detection_models/antialiasing.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":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"50aa4a59fe718c61"}},{"code_sha256_prefix":"153d5982d4d954a0","entry":"SN","repo":"Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life","repo_kind":"listed","path":"Global/models/networks.py","file_url":"https://github.com/Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/models/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"153d5982d4d954a0"}},{"code_sha256_prefix":"052a0c14fc4aa169","entry":"blend_mask","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Global/detection.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/detection.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":"052a0c14fc4aa169"}},{"code_sha256_prefix":"ad77605fdbcb472d","entry":"blend_mask","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"Global/detection.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/Global/detection.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"ad77605fdbcb472d"}},{"code_sha256_prefix":"4a26a6d6f969cd89","entry":"calculate_cdf","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Face_Detection/align_warp_back_multiple_dlib.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Face_Detection/align_warp_back_multiple_dlib.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":"4a26a6d6f969cd89"}},{"code_sha256_prefix":"501d7f5d4d8446fe","entry":"calculate_cdf","repo":"random-zhang/Bringing-Old-Photos-Back-to-Life-master","repo_kind":"listed","path":"Face_Detection/align_warp_back_multiple_dlib.py","file_url":"https://github.com/random-zhang/Bringing-Old-Photos-Back-to-Life-master/blob/HEAD/Face_Detection/align_warp_back_multiple_dlib.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"501d7f5d4d8446fe"}},{"code_sha256_prefix":"3f6e5dbc6f26b22f","entry":"calculate_lookup","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Face_Detection/align_warp_back_multiple_dlib.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Face_Detection/align_warp_back_multiple_dlib.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":"3f6e5dbc6f26b22f"}},{"code_sha256_prefix":"30334876eaff2b54","entry":"calculate_lookup","repo":"random-zhang/Bringing-Old-Photos-Back-to-Life-master","repo_kind":"listed","path":"Face_Detection/align_warp_back_multiple_dlib.py","file_url":"https://github.com/random-zhang/Bringing-Old-Photos-Back-to-Life-master/blob/HEAD/Face_Detection/align_warp_back_multiple_dlib.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"30334876eaff2b54"}},{"code_sha256_prefix":"eedfdee5e134b45c","entry":"compute_transformation_matrix","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Face_Detection/detect_all_dlib.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Face_Detection/detect_all_dlib.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":"eedfdee5e134b45c"}},{"code_sha256_prefix":"1b91380589fe7dba","entry":"compute_transformation_matrix","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Face_Detection/detect_all_dlib_HR.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Face_Detection/detect_all_dlib_HR.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":"1b91380589fe7dba"}},{"code_sha256_prefix":"ba751f4f15abd9e3","entry":"compute_transformation_matrix","repo":"random-zhang/Bringing-Old-Photos-Back-to-Life-master","repo_kind":"listed","path":"Face_Detection/detect_all_dlib.py","file_url":"https://github.com/random-zhang/Bringing-Old-Photos-Back-to-Life-master/blob/HEAD/Face_Detection/detect_all_dlib.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"ba751f4f15abd9e3"}},{"code_sha256_prefix":"700b6c26b9f820a8","entry":"copyconf","repo":"shinde-Pratik/Image-Restoration","repo_kind":"listed","path":"Face_Enhancement/util/util.py","file_url":"https://github.com/shinde-Pratik/Image-Restoration/blob/HEAD/Face_Enhancement/util/util.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"700b6c26b9f820a8"}},{"code_sha256_prefix":"4bf167308d919f53","entry":"create_model","repo":"Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life","repo_kind":"listed","path":"Global/models/models.py","file_url":"https://github.com/Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/models/models.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"4bf167308d919f53"}},{"code_sha256_prefix":"448ee449b8b97680","entry":"data_transforms","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Global/detection.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/detection.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":"448ee449b8b97680"}},{"code_sha256_prefix":"ff2a8f34a4a25058","entry":"data_transforms","repo":"ImportPaddle/Old2Life","repo_kind":"listed","path":"Global/detection.py","file_url":"https://github.com/ImportPaddle/Old2Life/blob/HEAD/Global/detection.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"ff2a8f34a4a25058"}},{"code_sha256_prefix":"40d3c46da7fced6c","entry":"data_transforms","repo":"Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life","repo_kind":"listed","path":"Global/detection.py","file_url":"https://github.com/Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/detection.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"40d3c46da7fced6c"}},{"code_sha256_prefix":"a40025053b8b9874","entry":"data_transforms","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"Global/detection.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/Global/detection.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"a40025053b8b9874"}},{"code_sha256_prefix":"e8a3bd56ec0d4924","entry":"getPSNR","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"calc_corr_score.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/calc_corr_score.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"e8a3bd56ec0d4924"}},{"code_sha256_prefix":"ed01603c6098e7fe","entry":"get_landmark","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Face_Detection/detect_all_dlib.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Face_Detection/detect_all_dlib.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":"ed01603c6098e7fe"}},{"code_sha256_prefix":"6b6192bdc8ac55fe","entry":"get_norm_layer","repo":"Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life","repo_kind":"listed","path":"Global/models/networks.py","file_url":"https://github.com/Nero-Disney/MICROSOFT_Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/models/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"6b6192bdc8ac55fe"}},{"code_sha256_prefix":"f0068d0de544c123","entry":"irregular_hole_synthesize","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"calc_corr_score.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/calc_corr_score.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"f0068d0de544c123"}},{"code_sha256_prefix":"e559cb5e8a6388f6","entry":"is_image_file","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"Face_Enhancement/data_FE/image_folder.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/Face_Enhancement/data_FE/image_folder.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"e559cb5e8a6388f6"}},{"code_sha256_prefix":"30d56fdfbf93d0d3","entry":"load_obj","repo":"shinde-Pratik/Image-Restoration","repo_kind":"listed","path":"Face_Enhancement/util/util.py","file_url":"https://github.com/shinde-Pratik/Image-Restoration/blob/HEAD/Face_Enhancement/util/util.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"30d56fdfbf93d0d3"}},{"code_sha256_prefix":"bc148d83b0f09939","entry":"make_dataset","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"Face_Enhancement/data_FE/image_folder.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/Face_Enhancement/data_FE/image_folder.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"bc148d83b0f09939"}},{"code_sha256_prefix":"5f538af2f6dc997a","entry":"match_histograms","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Face_Detection/align_warp_back_multiple_dlib.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Face_Detection/align_warp_back_multiple_dlib.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":"5f538af2f6dc997a"}},{"code_sha256_prefix":"971b7bb559205806","entry":"match_histograms","repo":"random-zhang/Bringing-Old-Photos-Back-to-Life-master","repo_kind":"listed","path":"Face_Detection/align_warp_back_multiple_dlib.py","file_url":"https://github.com/random-zhang/Bringing-Old-Photos-Back-to-Life-master/blob/HEAD/Face_Detection/align_warp_back_multiple_dlib.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"971b7bb559205806"}},{"code_sha256_prefix":"8654915f0b73c3ed","entry":"save_image","repo":"yasamin-niknam/Image-Restoration","repo_kind":"listed","path":"Global/detection.py","file_url":"https://github.com/yasamin-niknam/Image-Restoration/blob/HEAD/Global/detection.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"8654915f0b73c3ed"}},{"code_sha256_prefix":"cbc73e056f2fd52a","entry":"scale_tensor","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Global/detection.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Global/detection.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":"cbc73e056f2fd52a"}},{"code_sha256_prefix":"761a87b13ffc3dfb","entry":"search","repo":"microsoft/Bringing-Old-Photos-Back-to-Life","repo_kind":"official","path":"Face_Detection/detect_all_dlib.py","file_url":"https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life/blob/HEAD/Face_Detection/detect_all_dlib.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":"761a87b13ffc3dfb"}},{"code_sha256_prefix":"9ba5e300297925fe","entry":"tensor2im","repo":"shinde-Pratik/Image-Restoration","repo_kind":"listed","path":"Face_Enhancement/util/util.py","file_url":"https://github.com/shinde-Pratik/Image-Restoration/blob/HEAD/Face_Enhancement/util/util.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"9ba5e300297925fe"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}