{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:6JWTL4NRKMD5EGAA6FSZOVNCOF","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":"4a91e3d6362c797557ac967dcda803afce0ff0226670059c06bab3c9da111128","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"eess.IV","submitted_at":"2024-06-21T06:34:56Z","title_canon_sha256":"f4aab16d04ae5ac6ba32d7637a5499af606c77a5762eef4298568aa2b0fbcf72"},"schema_version":"1.0","source":{"id":"2406.14896","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.14896","created_at":"2026-07-05T08:35:10Z"},{"alias_kind":"arxiv_version","alias_value":"2406.14896v1","created_at":"2026-07-05T08:35:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.14896","created_at":"2026-07-05T08:35:10Z"},{"alias_kind":"pith_short_12","alias_value":"6JWTL4NRKMD5","created_at":"2026-07-05T08:35:10Z"},{"alias_kind":"pith_short_16","alias_value":"6JWTL4NRKMD5EGAA","created_at":"2026-07-05T08:35:10Z"},{"alias_kind":"pith_short_8","alias_value":"6JWTL4NR","created_at":"2026-07-05T08:35:10Z"}],"graph_snapshots":[{"event_id":"sha256:988baeef8e10669f677d850f5ee24e311f0c5b87d05dd1638c34ce1adf5c6925","target":"graph","created_at":"2026-07-05T08:35:10Z","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/2406.14896/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Since its introduction, UNet has been leading a variety of medical image segmentation tasks. Although numerous follow-up studies have also been dedicated to improving the performance of standard UNet, few have conducted in-depth analyses of the underlying interest pattern of UNet in medical image segmentation. In this paper, we explore the patterns learned in a UNet and observe two important factors that potentially affect its performance: (i) irrelative feature learned caused by asymmetric supervision; (ii) feature redundancy in the feature map. To this end, we propose to balance the supervis","authors_text":"Abolfazl Razi, Aristeidis Sotiras, Mohammad Farazi, Peijie Qiu, Wenhui Zhu, Xiwen Chen, Yalin Wang","cross_cats":["cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"eess.IV","submitted_at":"2024-06-21T06:34:56Z","title":"SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.14896","kind":"arxiv","version":1},"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:a72d044c9d3f83ecf9dfa2176665374516081ef2c72540302bc9f3f3d20ba160","target":"record","created_at":"2026-07-05T08:35:10Z","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":"4a91e3d6362c797557ac967dcda803afce0ff0226670059c06bab3c9da111128","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"eess.IV","submitted_at":"2024-06-21T06:34:56Z","title_canon_sha256":"f4aab16d04ae5ac6ba32d7637a5499af606c77a5762eef4298568aa2b0fbcf72"},"schema_version":"1.0","source":{"id":"2406.14896","kind":"arxiv","version":1}},"canonical_sha256":"f26d35f1b15307d21800f1659755a2716ce4f1fed52a389f90911781593c6a2e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f26d35f1b15307d21800f1659755a2716ce4f1fed52a389f90911781593c6a2e","first_computed_at":"2026-07-05T08:35:10.198141Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:35:10.198141Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"35+9lmpE2WTzoRds67TOdm9gAODf1zdhzO3124v5+ddPpEmVskKQaAo1nHZZ/mK11zVni5o9883RgiI6G3jwCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:35:10.198677Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.14896","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a72d044c9d3f83ecf9dfa2176665374516081ef2c72540302bc9f3f3d20ba160","sha256:988baeef8e10669f677d850f5ee24e311f0c5b87d05dd1638c34ce1adf5c6925"],"state_sha256":"e6fd6613ba281f71919e3a4f9eaa0aaca0a9f0f65c31d80b59ff2f5c6c94a4f5"}