{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:HSWCMMF7HTKFGFUQZDAI3XFFC2","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"32d7600eecbfdbe1f24643fac085c4cd371b7bdf921e864ac00e8505af7a8791","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-12-01T19:00:00Z","title_canon_sha256":"6078d8a4df8bd802761dabc500f614077b2a6aa6aa7cd88c55d9a1f8d536e6f2"},"schema_version":"1.0","source":{"id":"2012.00759","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.00759","created_at":"2026-07-05T02:57:11Z"},{"alias_kind":"arxiv_version","alias_value":"2012.00759v3","created_at":"2026-07-05T02:57:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.00759","created_at":"2026-07-05T02:57:11Z"},{"alias_kind":"pith_short_12","alias_value":"HSWCMMF7HTKF","created_at":"2026-07-05T02:57:11Z"},{"alias_kind":"pith_short_16","alias_value":"HSWCMMF7HTKFGFUQ","created_at":"2026-07-05T02:57:11Z"},{"alias_kind":"pith_short_8","alias_value":"HSWCMMF7","created_at":"2026-07-05T02:57:11Z"}],"graph_snapshots":[{"event_id":"sha256:e69f052beacf85aabe967fab1610f449c49c1c7c031e7f8629baba8ddd9d539b","target":"graph","created_at":"2026-07-05T02:57:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2012.00759/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present MaX-DeepLab, the first end-to-end model for panoptic segmentation. Our approach simplifies the current pipeline that depends heavily on surrogate sub-tasks and hand-designed components, such as box detection, non-maximum suppression, thing-stuff merging, etc. Although these sub-tasks are tackled by area experts, they fail to comprehensively solve the target task. By contrast, our MaX-DeepLab directly predicts class-labeled masks with a mask transformer, and is trained with a panoptic quality inspired loss via bipartite matching. Our mask transformer employs a dual-path architecture ","authors_text":"Alan Yuille, Hartwig Adam, Huiyu Wang, Liang-Chieh Chen, Yukun Zhu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-12-01T19:00:00Z","title":"MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.00759","kind":"arxiv","version":3},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:321b3c120e50ec83db2e40e7a0e47f8950a63ba05a607a845ba0ae9ac815aea2","target":"record","created_at":"2026-07-05T02:57:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"32d7600eecbfdbe1f24643fac085c4cd371b7bdf921e864ac00e8505af7a8791","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-12-01T19:00:00Z","title_canon_sha256":"6078d8a4df8bd802761dabc500f614077b2a6aa6aa7cd88c55d9a1f8d536e6f2"},"schema_version":"1.0","source":{"id":"2012.00759","kind":"arxiv","version":3}},"canonical_sha256":"3cac2630bf3cd4531690c8c08ddca51695b72bf97274a840a5986a2f8b266424","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3cac2630bf3cd4531690c8c08ddca51695b72bf97274a840a5986a2f8b266424","first_computed_at":"2026-07-05T02:57:11.869699Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:57:11.869699Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tOjKq1g92RSr1NJRCMYOXO8f7Sd8AM8qHl7rbwfkklCdBCpSgAIsiucKr+v3/oX1ZZrv5idteWXDuCAWOHrgCw==","signature_status":"signed_v1","signed_at":"2026-07-05T02:57:11.870190Z","signed_message":"canonical_sha256_bytes"},"source_id":"2012.00759","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:321b3c120e50ec83db2e40e7a0e47f8950a63ba05a607a845ba0ae9ac815aea2","sha256:e69f052beacf85aabe967fab1610f449c49c1c7c031e7f8629baba8ddd9d539b"],"state_sha256":"cffa4a944f74d6afa644e04810a06e50654d7532944bc48ec1bde53e223dee95"}