{"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/watermark-anything-with-localized-messages","title":"Watermark Anything with Localized Messages","arxiv_id":"2411.07231","date":"2024-11-11","proceeding":null,"authors":["Tom Sander","Pierre Fernandez","Alain Durmus","Teddy Furon","Matthijs Douze"],"abstract":"Image watermarking methods are not tailored to handle small watermarked areas. This restricts applications in real-world scenarios where parts of the image may come from different sources or have been edited. We introduce a deep-learning model for localized image watermarking, dubbed the Watermark Anything Model (WAM). The WAM embedder imperceptibly modifies the input image, while the extractor segments the received image into watermarked and non-watermarked areas and recovers one or several hidden messages from the areas found to be watermarked. The models are jointly trained at low resolution and without perceptual constraints, then post-trained for imperceptibility and multiple watermarks. Experiments show that WAM is competitive with state-of-the art methods in terms of imperceptibility and robustness, especially against inpainting and splicing, even on high-resolution images. Moreover, it offers new capabilities: WAM can locate watermarked areas in spliced images and extract distinct 32-bit messages with less than 1 bit error from multiple small regions - no larger than 10% of the image surface - even for small $256\\times 256$ images.","url_abs":"https://arxiv.org/abs/2411.07231v1","url_pdf":"https://arxiv.org/pdf/2411.07231v1.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":"watermark-anything-with-localized-messages","repo_url":"https://github.com/facebookresearch/watermark-anything","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[],"methods":[{"method_slug":"pixel-prediction","method_name":"Inpainting"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2411.07231","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2411.07231"}},"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":"deterministic:regex_extraction","url":"https://github.com/facebookresearch/watermark-anything","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/advimman/lama","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/facebookresearch/stable","reach":{"status":"gone","observed_at":"2026-09-17","how":"tree_404+repo_404"}},{"provenance":"deterministic:regex_extraction","url":"https://github.com/ShieldMnt/invisiblewatermark","reach":{"status":"gone","observed_at":"2026-09-17","how":"tree_404+repo_404"}},{"provenance":"deterministic:regex_extraction","url":"https://github.com/adobe/trustmark","reach":null}],"summary":{"ran":28,"ran_draft_wrong":4,"ran_fixture":2,"unverified":15},"by_repo_kind":{"official":{"samples":34,"ran":22,"repositories":1},"found_in_text":{"samples":15,"ran":12,"repositories":1}},"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":"80c21d2438a32b0e","entry":"CocoSegmentationMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"80c21d2438a32b0e"}},{"code_sha256_prefix":"e9eafb1566e6b410","entry":"Contrast","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"e9eafb1566e6b410"}},{"code_sha256_prefix":"01cf303cd45363e0","entry":"Crop","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"01cf303cd45363e0"}},{"code_sha256_prefix":"06b45d2bcb7006fd","entry":"CustomMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"06b45d2bcb7006fd"}},{"code_sha256_prefix":"5802352d3cfc6757","entry":"DepthWiseSeperableConv","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5802352d3cfc6757"}},{"code_sha256_prefix":"0586a3f60f44d1f6","entry":"DumbAreaMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"0586a3f60f44d1f6"}},{"code_sha256_prefix":"e3ec9af8c9ef9bee","entry":"Extractor","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"e3ec9af8c9ef9bee"}},{"code_sha256_prefix":"883a16a7d30049e6","entry":"FFC","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"883a16a7d30049e6"}},{"code_sha256_prefix":"9654be1ceb1764d3","entry":"FFC_BN_ACT","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9654be1ceb1764d3"}},{"code_sha256_prefix":"9a681920adecc1a9","entry":"FourierUnit","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9a681920adecc1a9"}},{"code_sha256_prefix":"843dfd652b76d05e","entry":"FullMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"843dfd652b76d05e"}},{"code_sha256_prefix":"45df3aed2dab3bf2","entry":"GaussianBlur","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"45df3aed2dab3bf2"}},{"code_sha256_prefix":"bcb4b3ed6a29fdd0","entry":"Identity","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bcb4b3ed6a29fdd0"}},{"code_sha256_prefix":"9bf49095b19f1774","entry":"JND","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9bf49095b19f1774"}},{"code_sha256_prefix":"8b41e1fbee5d7c00","entry":"LinearRamp","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"8b41e1fbee5d7c00"}},{"code_sha256_prefix":"22b2c33174652dc9","entry":"MedianFilter","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"22b2c33174652dc9"}},{"code_sha256_prefix":"8122ac142e3190b1","entry":"MixedMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8122ac142e3190b1"}},{"code_sha256_prefix":"3460d3a7d1d7d183","entry":"MultidilatedConv","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3460d3a7d1d7d183"}},{"code_sha256_prefix":"66f5d3721ebaec97","entry":"MultidilatedResnetBlock","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"66f5d3721ebaec97"}},{"code_sha256_prefix":"78f1137a7dc7ad7f","entry":"OutpaintingMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"78f1137a7dc7ad7f"}},{"code_sha256_prefix":"3d789e9b974a7cdf","entry":"RandomIrregularMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"3d789e9b974a7cdf"}},{"code_sha256_prefix":"1f79e4607cb770db","entry":"RandomRectangleMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"1f79e4607cb770db"}},{"code_sha256_prefix":"07b001f953998cdf","entry":"RandomSuperresMaskEmbedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"07b001f953998cdf"}},{"code_sha256_prefix":"b3a188c9eac7c269","entry":"Resize","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"b3a188c9eac7c269"}},{"code_sha256_prefix":"d6cd467d5838c3d0","entry":"Rotate","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"d6cd467d5838c3d0"}},{"code_sha256_prefix":"6786197ec4189fdc","entry":"SELayer","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6786197ec4189fdc"}},{"code_sha256_prefix":"3fb53df7c3ecd86c","entry":"Saturation","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","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":"3fb53df7c3ecd86c"}},{"code_sha256_prefix":"51002caac8ee78d2","entry":"SpectralTransform","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"51002caac8ee78d2"}},{"code_sha256_prefix":"7413418e45686eef","entry":"deconv_factory","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.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":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7413418e45686eef"}},{"code_sha256_prefix":"b67152b806ff0b3b","entry":"get_activation","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.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":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b67152b806ff0b3b"}},{"code_sha256_prefix":"fdc644eb68bfe341","entry":"get_conv_block_ctor","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.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":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"fdc644eb68bfe341"}},{"code_sha256_prefix":"56ce4c3dada95575","entry":"get_norm_layer","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.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":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"56ce4c3dada95575"}},{"code_sha256_prefix":"f174810f10e50f60","entry":"make_random_rectangle_mask","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f174810f10e50f60"}},{"code_sha256_prefix":"d7e21a6d2678b40a","entry":"make_random_superres_mask","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d7e21a6d2678b40a"}},{"code_sha256_prefix":"7862f045dd0fd872","entry":"Augmenter","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"7862f045dd0fd872"}},{"code_sha256_prefix":"615d578f9886ba11","entry":"Brightness","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"615d578f9886ba11"}},{"code_sha256_prefix":"529c6fe4a443b596","entry":"CropResizePad","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"529c6fe4a443b596"}},{"code_sha256_prefix":"d3878cd75bb34bcc","entry":"DrawMethod","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"d3878cd75bb34bcc"}},{"code_sha256_prefix":"219f742447bb98ef","entry":"Embedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"219f742447bb98ef"}},{"code_sha256_prefix":"b2ce99e0ce1fe547","entry":"FFCResnetBlock","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.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":"b2ce99e0ce1fe547"}},{"code_sha256_prefix":"195434aa62fd8554","entry":"HorizontalFlip","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"195434aa62fd8554"}},{"code_sha256_prefix":"6f71f109c486291d","entry":"Hue","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"6f71f109c486291d"}},{"code_sha256_prefix":"01ba359cc74e2aaa","entry":"JPEG","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"01ba359cc74e2aaa"}},{"code_sha256_prefix":"916d54931038c869","entry":"LearnableSpatialTransformWrapper","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.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":"916d54931038c869"}},{"code_sha256_prefix":"3f1b2dec311a2e80","entry":"MultiDilatedGlobalGenerator","repo":"advimman/lama","repo_kind":"found_in_text","path":"saicinpainting/training/modules/pix2pixhd.py","file_url":"https://github.com/advimman/lama/blob/HEAD/saicinpainting/training/modules/pix2pixhd.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":"3f1b2dec311a2e80"}},{"code_sha256_prefix":"9b9166a37f2ebce0","entry":"Perspective","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"9b9166a37f2ebce0"}},{"code_sha256_prefix":"e27c0cf92043cd20","entry":"Wam","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"e27c0cf92043cd20"}},{"code_sha256_prefix":"0769e3294c73148e","entry":"get_mask_embedder","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"0769e3294c73148e"}},{"code_sha256_prefix":"49e8f05f9263440b","entry":"make_random_irregular_mask","repo":"facebookresearch/watermark-anything","repo_kind":"official","path":"watermark_anything/models/wam.py","file_url":"https://github.com/facebookresearch/watermark-anything/blob/HEAD/watermark_anything/models/wam.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":"49e8f05f9263440b"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}