{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:EN4NFFS2AHMBFP3ABCHLHAFCJA","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":"5f8ae58c3208232013eaaf9986bfc30e2c2e175e3c31cee52081cdf5fee74aaf","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2017-06-15T05:01:53Z","title_canon_sha256":"d98083f6f6f9299d750f13e0c2d7f70fe087c66cdca988785c76240a604ae1b2"},"schema_version":"1.0","source":{"id":"1706.04737","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1706.04737","created_at":"2026-05-18T00:42:19Z"},{"alias_kind":"arxiv_version","alias_value":"1706.04737v1","created_at":"2026-05-18T00:42:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1706.04737","created_at":"2026-05-18T00:42:19Z"},{"alias_kind":"pith_short_12","alias_value":"EN4NFFS2AHMB","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_16","alias_value":"EN4NFFS2AHMBFP3A","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_8","alias_value":"EN4NFFS2","created_at":"2026-05-18T12:31:12Z"}],"graph_snapshots":[{"event_id":"sha256:fe9e747bfb6799813e2b25f517ad25cb06f62319faa9aa246f763cd07b38cc01","target":"graph","created_at":"2026-05-18T00:42:19Z","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"},"paper":{"abstract_excerpt":"Image segmentation is a fundamental problem in biomedical image analysis. Recent advances in deep learning have achieved promising results on many biomedical image segmentation benchmarks. However, due to large variations in biomedical images (different modalities, image settings, objects, noise, etc), to utilize deep learning on a new application, it usually needs a new set of training data. This can incur a great deal of annotation effort and cost, because only biomedical experts can annotate effectively, and often there are too many instances in images (e.g., cells) to annotate. In this pap","authors_text":"Danny Z. Chen, Jianxu Chen, Lin Yang, Siyuan Zhang, Yizhe Zhang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2017-06-15T05:01:53Z","title":"Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1706.04737","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:b3e04da44ccf2560023c3faa896ff14acde2a79ab7386e4caa6d48239fd2785b","target":"record","created_at":"2026-05-18T00:42:19Z","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":"5f8ae58c3208232013eaaf9986bfc30e2c2e175e3c31cee52081cdf5fee74aaf","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2017-06-15T05:01:53Z","title_canon_sha256":"d98083f6f6f9299d750f13e0c2d7f70fe087c66cdca988785c76240a604ae1b2"},"schema_version":"1.0","source":{"id":"1706.04737","kind":"arxiv","version":1}},"canonical_sha256":"2378d2965a01d812bf60088eb380a2483e9c95773267f8725d6fafee9813113f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2378d2965a01d812bf60088eb380a2483e9c95773267f8725d6fafee9813113f","first_computed_at":"2026-05-18T00:42:19.278845Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:42:19.278845Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aBVfVyYtV+Rq9X/4cR3BLRf+wKUKmPV1tiWTHT0c8DOfUFmFWteTB8gQ/8Z+EnTU752Kr4BTsoEVu3uC5zt/Dg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:42:19.279510Z","signed_message":"canonical_sha256_bytes"},"source_id":"1706.04737","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b3e04da44ccf2560023c3faa896ff14acde2a79ab7386e4caa6d48239fd2785b","sha256:fe9e747bfb6799813e2b25f517ad25cb06f62319faa9aa246f763cd07b38cc01"],"state_sha256":"a2135fb39c6ac5ebff5fb34e515f9d97725b5e716206720b45c94837e2aa8332"}