{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:OKIITF2LII56WFTU6K3K6TFOSK","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":"b3fddbbe32a29615724c7b15b0809d327579a37e7f41011cbab9ee823d836c53","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-28T02:21:42Z","title_canon_sha256":"b6d0fb49154b2087ce8e5897edd601fe6a84a905912d55c69410a67a4cf919b6"},"schema_version":"1.0","source":{"id":"2302.14250","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.14250","created_at":"2026-07-05T06:02:49Z"},{"alias_kind":"arxiv_version","alias_value":"2302.14250v2","created_at":"2026-07-05T06:02:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.14250","created_at":"2026-07-05T06:02:49Z"},{"alias_kind":"pith_short_12","alias_value":"OKIITF2LII56","created_at":"2026-07-05T06:02:49Z"},{"alias_kind":"pith_short_16","alias_value":"OKIITF2LII56WFTU","created_at":"2026-07-05T06:02:49Z"},{"alias_kind":"pith_short_8","alias_value":"OKIITF2L","created_at":"2026-07-05T06:02:49Z"}],"graph_snapshots":[{"event_id":"sha256:80d8776db00a200e603300f7804e49729bef2263b209cdb0e27e7f034e69d3c0","target":"graph","created_at":"2026-07-05T06:02:49Z","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/2302.14250/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern incremental learning for semantic segmentation methods usually learn new categories based on dense annotations. Although achieve promising results, pixel-by-pixel labeling is costly and time-consuming. Weakly incremental learning for semantic segmentation (WILSS) is a novel and attractive task, which aims at learning to segment new classes from cheap and widely available image-level labels. Despite the comparable results, the image-level labels can not provide details to locate each segment, which limits the performance of WILSS. This inspires us to think how to improve and effectively ","authors_text":"Chaohui Yu, Fan Wang, Jianlong Yuan, Jingliang Li, Qiang Zhou, Zhibin Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-28T02:21:42Z","title":"Foundation Model Drives Weakly Incremental Learning for Semantic Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.14250","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":"sha256:8047caa563301cf999a29dd7d07fec9ad092af22271d1405dd5ff71f45f6b411","target":"record","created_at":"2026-07-05T06:02:49Z","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":"b3fddbbe32a29615724c7b15b0809d327579a37e7f41011cbab9ee823d836c53","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-02-28T02:21:42Z","title_canon_sha256":"b6d0fb49154b2087ce8e5897edd601fe6a84a905912d55c69410a67a4cf919b6"},"schema_version":"1.0","source":{"id":"2302.14250","kind":"arxiv","version":2}},"canonical_sha256":"729089974b423beb1674f2b6af4cae92ae51f2c502f257dd90e88b511064c7cf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"729089974b423beb1674f2b6af4cae92ae51f2c502f257dd90e88b511064c7cf","first_computed_at":"2026-07-05T06:02:49.959264Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:02:49.959264Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cTCWo4Itp2Su1Ajpk2nmNl8beOwYyqwXygDf/+eEfgpNdWWYWWKlsyuYvUe3d7aoOo8HTJFkE384Jad06UPPBw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:02:49.959790Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.14250","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8047caa563301cf999a29dd7d07fec9ad092af22271d1405dd5ff71f45f6b411","sha256:80d8776db00a200e603300f7804e49729bef2263b209cdb0e27e7f034e69d3c0"],"state_sha256":"aef30100234ec17e1cfa7952f416a4d61bffc993f419dba355c59e61001b3b80"}