{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2020:VIS3CDS5732B5JTMRYVVFKCVGI","short_pith_number":"pith:VIS3CDS5","schema_version":"1.0","canonical_sha256":"aa25b10e5dfef41ea66c8e2b52a8553201a528f12cbc81fe00e62d1cb9e4baa1","source":{"kind":"arxiv","id":"2003.05477","version":3},"attestation_state":"computed","paper":{"title":"Unified Image and Video Saliency Modeling","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"J. Alison Noble, Jianbo Jiao, Richard Droste","submitted_at":"2020-03-11T18:28:29Z","abstract_excerpt":"Visual saliency modeling for images and videos is treated as two independent tasks in recent computer vision literature. While image saliency modeling is a well-studied problem and progress on benchmarks like SALICON and MIT300 is slowing, video saliency models have shown rapid gains on the recent DHF1K benchmark. Here, we take a step back and ask: Can image and video saliency modeling be approached via a unified model, with mutual benefit? We identify different sources of domain shift between image and video saliency data and between different video saliency datasets as a key challenge for ef"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2003.05477","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-03-11T18:28:29Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"827fa44ddfe5e07cb1a07888088fca86a751e4382b0ca3a24692976a93fd298b","abstract_canon_sha256":"7f3deb398e6ca5236dce06e9ce642f7ffcb91c3edd06ec11962235f45851b907"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:49:50.214308Z","signature_b64":"z/n728/MrrSzUHHrjWflG5f1uibRP0V9xHXU1imtvalzCd2jMJLYMMr/dSW50SPc4TIvjaddNPDfYTDtx9u8Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"aa25b10e5dfef41ea66c8e2b52a8553201a528f12cbc81fe00e62d1cb9e4baa1","last_reissued_at":"2026-07-05T01:49:50.213889Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:49:50.213889Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Unified Image and Video Saliency Modeling","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"J. Alison Noble, Jianbo Jiao, Richard Droste","submitted_at":"2020-03-11T18:28:29Z","abstract_excerpt":"Visual saliency modeling for images and videos is treated as two independent tasks in recent computer vision literature. While image saliency modeling is a well-studied problem and progress on benchmarks like SALICON and MIT300 is slowing, video saliency models have shown rapid gains on the recent DHF1K benchmark. Here, we take a step back and ask: Can image and video saliency modeling be approached via a unified model, with mutual benefit? We identify different sources of domain shift between image and video saliency data and between different video saliency datasets as a key challenge for ef"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2003.05477","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2003.05477/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2003.05477","created_at":"2026-07-05T01:49:50.213941+00:00"},{"alias_kind":"arxiv_version","alias_value":"2003.05477v3","created_at":"2026-07-05T01:49:50.213941+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2003.05477","created_at":"2026-07-05T01:49:50.213941+00:00"},{"alias_kind":"pith_short_12","alias_value":"VIS3CDS5732B","created_at":"2026-07-05T01:49:50.213941+00:00"},{"alias_kind":"pith_short_16","alias_value":"VIS3CDS5732B5JTM","created_at":"2026-07-05T01:49:50.213941+00:00"},{"alias_kind":"pith_short_8","alias_value":"VIS3CDS5","created_at":"2026-07-05T01:49:50.213941+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI","json":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI.json","graph_json":"https://pith.science/api/pith-number/VIS3CDS5732B5JTMRYVVFKCVGI/graph.json","events_json":"https://pith.science/api/pith-number/VIS3CDS5732B5JTMRYVVFKCVGI/events.json","paper":"https://pith.science/paper/VIS3CDS5"},"agent_actions":{"view_html":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI","download_json":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI.json","view_paper":"https://pith.science/paper/VIS3CDS5","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2003.05477&json=true","fetch_graph":"https://pith.science/api/pith-number/VIS3CDS5732B5JTMRYVVFKCVGI/graph.json","fetch_events":"https://pith.science/api/pith-number/VIS3CDS5732B5JTMRYVVFKCVGI/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI/action/timestamp_anchor","attest_storage":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI/action/storage_attestation","attest_author":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI/action/author_attestation","sign_citation":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI/action/citation_signature","submit_replication":"https://pith.science/pith/VIS3CDS5732B5JTMRYVVFKCVGI/action/replication_record"}},"created_at":"2026-07-05T01:49:50.213941+00:00","updated_at":"2026-07-05T01:49:50.213941+00:00"}