{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:V7VMMMVRTZHLYYRMCNCQQUT4IS","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":"4e0274035fdab802186ce7e3852495d8acd18b7c6b4bb4910db26c10d352b9e1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-02T15:20:09Z","title_canon_sha256":"16f4e5f428bea74430cee17156d00ebdbd8052cda277c77ab06b4e258d618d39"},"schema_version":"1.0","source":{"id":"2403.01231","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.01231","created_at":"2026-07-05T07:54:08Z"},{"alias_kind":"arxiv_version","alias_value":"2403.01231v2","created_at":"2026-07-05T07:54:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.01231","created_at":"2026-07-05T07:54:08Z"},{"alias_kind":"pith_short_12","alias_value":"V7VMMMVRTZHL","created_at":"2026-07-05T07:54:08Z"},{"alias_kind":"pith_short_16","alias_value":"V7VMMMVRTZHLYYRM","created_at":"2026-07-05T07:54:08Z"},{"alias_kind":"pith_short_8","alias_value":"V7VMMMVR","created_at":"2026-07-05T07:54:08Z"}],"graph_snapshots":[{"event_id":"sha256:fc483123cab8785763ab55d9c7c9742d3cb6eeb8addde90978901bd596077e8c","target":"graph","created_at":"2026-07-05T07:54:08Z","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/2403.01231/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"When deploying segmentation models in practice, it is critical to evaluate their behaviors in varied and complex scenes. Different from the previous evaluation paradigms only in consideration of global attribute variations (e.g. adverse weather), we investigate both local and global attribute variations for robustness evaluation. To achieve this, we construct a mask-preserved attribute editing pipeline to edit visual attributes of real images with precise control of structural information. Therefore, the original segmentation labels can be reused for the edited images. Using our pipeline, we c","authors_text":"Bing Li, Jun Guo, Kongming Liang, Zhanyu Ma, Zijin Yin","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-02T15:20:09Z","title":"Benchmarking Segmentation Models with Mask-Preserved Attribute Editing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.01231","kind":"arxiv","version":2},"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":"sha256:45648912ffe421411d9e50da3139bfed2c94e399d5c2cc377bddbdf022ec8017","target":"record","created_at":"2026-07-05T07:54:08Z","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":"4e0274035fdab802186ce7e3852495d8acd18b7c6b4bb4910db26c10d352b9e1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-02T15:20:09Z","title_canon_sha256":"16f4e5f428bea74430cee17156d00ebdbd8052cda277c77ab06b4e258d618d39"},"schema_version":"1.0","source":{"id":"2403.01231","kind":"arxiv","version":2}},"canonical_sha256":"afeac632b19e4ebc622c134508527c448bd8aeb164bc8a8fd35cac00ae27836c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"afeac632b19e4ebc622c134508527c448bd8aeb164bc8a8fd35cac00ae27836c","first_computed_at":"2026-07-05T07:54:08.989520Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:54:08.989520Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JhjBtTNLGTHfCCMxflyrixCdLaVSDsVwlMsjs3uDWChxh4w/ug4/J2mjMfZ753tpJmaLO2BHjDJEOG1XXdIADQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:54:08.989938Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.01231","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:45648912ffe421411d9e50da3139bfed2c94e399d5c2cc377bddbdf022ec8017","sha256:fc483123cab8785763ab55d9c7c9742d3cb6eeb8addde90978901bd596077e8c"],"state_sha256":"be4ecc75f1c80779178c5beb4905dbddae25da48e3ee8f756290cdcd236f9f0e"}