{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:FFQTCBCQBHPVROLUQF4CRNUVL4","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":"7fd4b5c43f15ca174cadc8d5a35fc25d79ca4db217404e43c996c851b7ccb045","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-07T17:26:13Z","title_canon_sha256":"508f6411979ea3e5e5816e27b39413031ce7dd594e2282b666549413243edbb7"},"schema_version":"1.0","source":{"id":"1708.02212","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1708.02212","created_at":"2026-05-18T00:38:31Z"},{"alias_kind":"arxiv_version","alias_value":"1708.02212v1","created_at":"2026-05-18T00:38:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1708.02212","created_at":"2026-05-18T00:38:31Z"},{"alias_kind":"pith_short_12","alias_value":"FFQTCBCQBHPV","created_at":"2026-05-18T12:31:15Z"},{"alias_kind":"pith_short_16","alias_value":"FFQTCBCQBHPVROLU","created_at":"2026-05-18T12:31:15Z"},{"alias_kind":"pith_short_8","alias_value":"FFQTCBCQ","created_at":"2026-05-18T12:31:15Z"}],"graph_snapshots":[{"event_id":"sha256:5a68692192c2f7a03c90ba94682a47b650b8a1b4ea563dad3098027cc9b3c1e7","target":"graph","created_at":"2026-05-18T00:38:31Z","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":"In many computer vision tasks, for example saliency prediction or semantic segmentation, the desired output is a foreground map that predicts pixels where some criteria is satisfied. Despite the inherently spatial nature of this task commonly used learning objectives do not incorporate the spatial relationships between misclassified pixels and the underlying ground truth. The Weighted F-measure, a recently proposed evaluation metric, does reweight errors spatially, and has been shown to closely correlate with human evaluation of quality, and stably rank predictions with respect to noisy ground","authors_text":"Eli Shechtman, Gregory Shakhnarovich, Nicholas Kolkin","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-07T17:26:13Z","title":"Training Deep Networks to be Spatially Sensitive"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1708.02212","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":"sha256:7dcaa41ab15397dce8daa40f83f6e21819edab670a45afc531ce26f646cfe4d8","target":"record","created_at":"2026-05-18T00:38:31Z","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":"7fd4b5c43f15ca174cadc8d5a35fc25d79ca4db217404e43c996c851b7ccb045","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-08-07T17:26:13Z","title_canon_sha256":"508f6411979ea3e5e5816e27b39413031ce7dd594e2282b666549413243edbb7"},"schema_version":"1.0","source":{"id":"1708.02212","kind":"arxiv","version":1}},"canonical_sha256":"296131045009df58b974817828b6955f32a9ac4cde72da71e535893d0f84a9cc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"296131045009df58b974817828b6955f32a9ac4cde72da71e535893d0f84a9cc","first_computed_at":"2026-05-18T00:38:31.777543Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:38:31.777543Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fobWa29fjLEIxvrSk+gU9PF0F8E0vDrpx13ITCf6yX86KNeDSSU+zf6+8myPr9h4EbeSaNCpTkah5GXPxV+xAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:38:31.777932Z","signed_message":"canonical_sha256_bytes"},"source_id":"1708.02212","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7dcaa41ab15397dce8daa40f83f6e21819edab670a45afc531ce26f646cfe4d8","sha256:5a68692192c2f7a03c90ba94682a47b650b8a1b4ea563dad3098027cc9b3c1e7"],"state_sha256":"1d243f2ebd20e6b95eff687bf45c2996bde58068c851a5e1a5d486455c28c78f"}