{"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/imagebind-one-embedding-space-to-bind-them","title":"ImageBind: One Embedding Space To Bind Them All","arxiv_id":"2305.05665","date":"2023-05-09","proceeding":"CVPR 2023 1","authors":["Rohit Girdhar","Alaaeldin El-Nouby","Zhuang Liu","Mannat Singh","Kalyan Vasudev Alwala","Armand Joulin","Ishan Misra"],"abstract":"We present ImageBind, an approach to learn a joint embedding across six different modalities - images, text, audio, depth, thermal, and IMU data. We show that all combinations of paired data are not necessary to train such a joint embedding, and only image-paired data is sufficient to bind the modalities together. ImageBind can leverage recent large scale vision-language models, and extends their zero-shot capabilities to new modalities just by using their natural pairing with images. It enables novel emergent applications 'out-of-the-box' including cross-modal retrieval, composing modalities with arithmetic, cross-modal detection and generation. The emergent capabilities improve with the strength of the image encoder and we set a new state-of-the-art on emergent zero-shot recognition tasks across modalities, outperforming specialist supervised models. Finally, we show strong few-shot recognition results outperforming prior work, and that ImageBind serves as a new way to evaluate vision models for visual and non-visual tasks.","url_abs":"https://arxiv.org/abs/2305.05665v2","url_pdf":"https://arxiv.org/pdf/2305.05665v2.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":"imagebind-one-embedding-space-to-bind-them","repo_url":"https://github.com/facebookresearch/imagebind","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"imagebind-one-embedding-space-to-bind-them","repo_url":"https://github.com/ginihumer/amumo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"jax","reach":null},{"paper_slug":"imagebind-one-embedding-space-to-bind-them","repo_url":"https://github.com/klemens-floege/oneprot","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"all","task_name":"All"},{"task_slug":"cross-modal-retrieval","task_name":"Cross-Modal Retrieval"},{"task_slug":"multimodal-deep-learning","task_name":"Multimodal Deep Learning"},{"task_slug":"retrieval","task_name":"Retrieval"},{"task_slug":"sound-prompted-semantic-segmentation","task_name":"Sound Prompted Semantic Segmentation"},{"task_slug":"speech-prompted-semantic-segmentation","task_name":"Speech Prompted Semantic Segmentation"},{"task_slug":"temporal-relation-extraction","task_name":"Temporal Relation Extraction"},{"task_slug":"zero-shot-environment-sound-classification","task_name":"Zero-Shot Environment Sound Classification"},{"task_slug":"zero-shot-learning","task_name":"Zero-Shot Learning"},{"task_slug":"zero-shot-video-retrieval","task_name":"Zero-Shot Video Retrieval"},{"task_slug":"zero-shot-audio-classification","task_name":"Zero-shot Audio Classification"},{"task_slug":"zero-shot-classification-unified-classes","task_name":"Zero-shot Classification (unified classes)"},{"task_slug":"zero-shot-scene-classification-unified","task_name":"Zero-shot Scene Classification (unified classes)"},{"task_slug":"zero-shot-text-to-audio-retrieval","task_name":"Zero-shot Text to Audio Retrieval"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/sound-prompted-semantic-segmentation-on","task":"Sound Prompted Semantic Segmentation","dataset":"ADE20K","model":"ImageBIND","rank_in_archive_order":3,"of":4,"metrics":{"mAP":"19.7","mIoU":"20.5"},"uses_additional_data":false},{"leaderboard":"/sota/speech-prompted-semantic-segmentation-on","task":"Speech Prompted Semantic Segmentation","dataset":"ADE20K","model":"ImageBIND","rank_in_archive_order":4,"of":4,"metrics":{"mAP":"20.2","mIoU":"19.7"},"uses_additional_data":false},{"leaderboard":"/sota/temporal-relation-extraction-on-vinoground","task":"Temporal Relation Extraction","dataset":"Vinoground","model":"ImageBind","rank_in_archive_order":24,"of":24,"metrics":{"Group Score":"0.6","Text Score":"9.4","Video Score":"3.4"},"uses_additional_data":false},{"leaderboard":"/sota/zero-shot-video-retrieval-on-msr-vtt","task":"Zero-Shot Video Retrieval","dataset":"MSR-VTT","model":"ImageBind","rank_in_archive_order":17,"of":41,"metrics":{"text-to-video R@1":"36.8","text-to-video R@10":"70.0","text-to-video R@5":"61.8"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2305.05665","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2305.05665"}},"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/klemens-floege/oneprot","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ginihumer/amumo","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/facebookresearch/imagebind","reach":null}],"summary":{"ran":19,"ran_violates":1,"ran_fixture":3,"ran_honours":1,"unverified":10},"by_repo_kind":{"official":{"samples":25,"ran":18,"repositories":1},"listed":{"samples":9,"ran":6,"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":32,"samples":[{"code_sha256_prefix":"eb81484605a44b90","entry":"Attention1dPooling","repo":"klemens-floege/oneprot","repo_kind":"listed","path":"src/models/components/base_encoder.py","file_url":"https://github.com/klemens-floege/oneprot/blob/HEAD/src/models/components/base_encoder.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"eb81484605a44b90"}},{"code_sha256_prefix":"bf7e3cb2ab97e795","entry":"BlockWithMasking","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"bf7e3cb2ab97e795"}},{"code_sha256_prefix":"782a31e30aaadf5e","entry":"CLSTokenPooling","repo":"klemens-floege/oneprot","repo_kind":"listed","path":"src/models/components/base_encoder.py","file_url":"https://github.com/klemens-floege/oneprot/blob/HEAD/src/models/components/base_encoder.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"782a31e30aaadf5e"}},{"code_sha256_prefix":"5692baf9ba300c4e","entry":"EinOpsRearrange","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"5692baf9ba300c4e"}},{"code_sha256_prefix":"ac52b9e7e1b249dc","entry":"IMUPreprocessor","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"ac52b9e7e1b249dc"}},{"code_sha256_prefix":"fb29b4ec8244b2d0","entry":"Im2Video","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"fb29b4ec8244b2d0"}},{"code_sha256_prefix":"54f4561c26f2ea77","entry":"LearnableLogitScaling","repo":"klemens-floege/oneprot","repo_kind":"listed","path":"src/models/components/base_encoder.py","file_url":"https://github.com/klemens-floege/oneprot/blob/HEAD/src/models/components/base_encoder.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"54f4561c26f2ea77"}},{"code_sha256_prefix":"f1acb18903da32ca","entry":"LearnableLogitScaling","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"f1acb18903da32ca"}},{"code_sha256_prefix":"2cfaee4edbec3e4f","entry":"MaskedConv1d","repo":"klemens-floege/oneprot","repo_kind":"listed","path":"src/models/components/base_encoder.py","file_url":"https://github.com/klemens-floege/oneprot/blob/HEAD/src/models/components/base_encoder.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2cfaee4edbec3e4f"}},{"code_sha256_prefix":"86a58bc9ff83bae7","entry":"MeanPooling","repo":"klemens-floege/oneprot","repo_kind":"listed","path":"src/models/components/base_encoder.py","file_url":"https://github.com/klemens-floege/oneprot/blob/HEAD/src/models/components/base_encoder.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"86a58bc9ff83bae7"}},{"code_sha256_prefix":"e571e943335367a5","entry":"MultiheadAttention","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"e571e943335367a5"}},{"code_sha256_prefix":"4ae549b1e9735f47","entry":"Normalize","repo":"klemens-floege/oneprot","repo_kind":"listed","path":"src/models/components/base_encoder.py","file_url":"https://github.com/klemens-floege/oneprot/blob/HEAD/src/models/components/base_encoder.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"4ae549b1e9735f47"}},{"code_sha256_prefix":"92deac578762e348","entry":"Normalize","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"92deac578762e348"}},{"code_sha256_prefix":"bde0b59b1d188690","entry":"PadIm2Video","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"bde0b59b1d188690"}},{"code_sha256_prefix":"88b94cc911bb7030","entry":"PatchEmbedGeneric","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"88b94cc911bb7030"}},{"code_sha256_prefix":"a7a48de5a2967de0","entry":"SelectEOSAndProject","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"a7a48de5a2967de0"}},{"code_sha256_prefix":"0c9ea5289757f0f7","entry":"SelectElement","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"0c9ea5289757f0f7"}},{"code_sha256_prefix":"be8ca047fb86895a","entry":"SpatioTemporalPosEmbeddingHelper","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"be8ca047fb86895a"}},{"code_sha256_prefix":"4a39f1a3b5d2b636","entry":"TextPreprocessor","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"4a39f1a3b5d2b636"}},{"code_sha256_prefix":"515ee9283db4b3ca","entry":"build_causal_attention_mask","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"515ee9283db4b3ca"}},{"code_sha256_prefix":"751b1c8ccbe160c4","entry":"cast_if_src_dtype","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"751b1c8ccbe160c4"}},{"code_sha256_prefix":"d4f1ab1a5a3b3c4d","entry":"get_sinusoid_encoding_table","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"d4f1ab1a5a3b3c4d"}},{"code_sha256_prefix":"2af437dfb486e572","entry":"interpolate_pos_encoding","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"2af437dfb486e572"}},{"code_sha256_prefix":"3580964e5d8f7b2f","entry":"interpolate_pos_encoding_2d","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"3580964e5d8f7b2f"}},{"code_sha256_prefix":"494efcac3920491d","entry":"AudioPreprocessor","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"494efcac3920491d"}},{"code_sha256_prefix":"8b41d2f0a91fff4c","entry":"BaseEncoder","repo":"klemens-floege/oneprot","repo_kind":"listed","path":"src/models/components/base_encoder.py","file_url":"https://github.com/klemens-floege/oneprot/blob/HEAD/src/models/components/base_encoder.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8b41d2f0a91fff4c"}},{"code_sha256_prefix":"f2f0863df3d2d7a9","entry":"CLIPModelInterface","repo":"ginihumer/amumo","repo_kind":"listed","path":"amumo/model.py","file_url":"https://github.com/ginihumer/amumo/blob/HEAD/amumo/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f2f0863df3d2d7a9"}},{"code_sha256_prefix":"93b62ebd256566f3","entry":"ImageBindModel","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"93b62ebd256566f3"}},{"code_sha256_prefix":"c3788ae1ef35d78d","entry":"ImageBind_Model","repo":"ginihumer/amumo","repo_kind":"listed","path":"amumo/model.py","file_url":"https://github.com/ginihumer/amumo/blob/HEAD/amumo/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c3788ae1ef35d78d"}},{"code_sha256_prefix":"27f00851f6637ccd","entry":"RGBDTPreprocessor","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"27f00851f6637ccd"}},{"code_sha256_prefix":"4a6333db606e42f4","entry":"SimpleTransformer","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"4a6333db606e42f4"}},{"code_sha256_prefix":"d9fd6a258948c12d","entry":"ThermalPreprocessor","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"d9fd6a258948c12d"}},{"code_sha256_prefix":"38cd6f93a85bbf0c","entry":"VerboseNNModule","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"38cd6f93a85bbf0c"}},{"code_sha256_prefix":"945ff74e0096ea8f","entry":"_get_pos_embedding","repo":"facebookresearch/imagebind","repo_kind":"official","path":"imagebind/models/imagebind_model.py","file_url":"https://github.com/facebookresearch/imagebind/blob/HEAD/imagebind/models/imagebind_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"945ff74e0096ea8f"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}