{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:TIRWGJO2ONTCOTZ2CH7DAUEL55","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":"9263ea8f9ef8e607d21024e4c767e6ed0b4f6837c81f6a1d46836e5982752934","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-04-23T01:40:06Z","title_canon_sha256":"69faa8fab53429043a0afadc6b22e170ecacaa5802515019c683d10f661aff52"},"schema_version":"1.0","source":{"id":"2204.10972","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2204.10972","created_at":"2026-07-05T05:46:14Z"},{"alias_kind":"arxiv_version","alias_value":"2204.10972v2","created_at":"2026-07-05T05:46:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2204.10972","created_at":"2026-07-05T05:46:14Z"},{"alias_kind":"pith_short_12","alias_value":"TIRWGJO2ONTC","created_at":"2026-07-05T05:46:14Z"},{"alias_kind":"pith_short_16","alias_value":"TIRWGJO2ONTCOTZ2","created_at":"2026-07-05T05:46:14Z"},{"alias_kind":"pith_short_8","alias_value":"TIRWGJO2","created_at":"2026-07-05T05:46:14Z"}],"graph_snapshots":[{"event_id":"sha256:8ce1c5bc63a79945344ee38283e896ccbe415e4bd20dd898adc6bc5bc55aaa5f","target":"graph","created_at":"2026-07-05T05:46:14Z","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/2204.10972/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Visual place retrieval aims to search images in the database that depict similar places as the query image. However, global descriptors encoded by the network usually fall into a low dimensional principal space, which is harmful to the retrieval performance. We first analyze the cause of this phenomenon, pointing out that it is due to degraded distribution of the gradients of descriptors. Then, we propose Gradient Rectification Module(GRM) to alleviate this issue. GRM is appended after the final pooling layer and can rectify gradients to the complementary space of the principal space. With GRM","authors_text":"Boshu Lei, Limeng Qiao, Wenjie Ding, Xi Qiu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-04-23T01:40:06Z","title":"GRM: Gradient Rectification Module for Visual Place Retrieval"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2204.10972","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:bd3df318ca4066a4109f2a401de7280d9e0e4d932f15112ece1dc4ea980253f7","target":"record","created_at":"2026-07-05T05:46:14Z","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":"9263ea8f9ef8e607d21024e4c767e6ed0b4f6837c81f6a1d46836e5982752934","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-04-23T01:40:06Z","title_canon_sha256":"69faa8fab53429043a0afadc6b22e170ecacaa5802515019c683d10f661aff52"},"schema_version":"1.0","source":{"id":"2204.10972","kind":"arxiv","version":2}},"canonical_sha256":"9a236325da7366274f3a11fe30508bef578fdf1206588194117bfa1bcf8f647c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9a236325da7366274f3a11fe30508bef578fdf1206588194117bfa1bcf8f647c","first_computed_at":"2026-07-05T05:46:14.862436Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:46:14.862436Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HPkdAa56S70LyxIvM3FU5QFrVjuWEfpxzIGUjTrhKJqFX242+whRu5Sid2LcZi7wQnZEXjxzKJxj9jv9cW0qAw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:46:14.862829Z","signed_message":"canonical_sha256_bytes"},"source_id":"2204.10972","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bd3df318ca4066a4109f2a401de7280d9e0e4d932f15112ece1dc4ea980253f7","sha256:8ce1c5bc63a79945344ee38283e896ccbe415e4bd20dd898adc6bc5bc55aaa5f"],"state_sha256":"5820c690afef328371470f80f89bc261985d612570b13fceb9f9d4fa12524c02"}