{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:XM56MJ2X3BQ4BR3CEX3DVH54RH","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":"8291a6bb369087eb02845be483593d82db99f2b97a69cfd70fc2f8606d385b8a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-02-22T02:53:28Z","title_canon_sha256":"e4ac69c6f4b1d533d80f9ed45d8c96b6577f54050607e6ea2d0f79e56881b32b"},"schema_version":"1.0","source":{"id":"1802.07888","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1802.07888","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"arxiv_version","alias_value":"1802.07888v2","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1802.07888","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"pith_short_12","alias_value":"XM56MJ2X3BQ4","created_at":"2026-05-18T12:33:01Z"},{"alias_kind":"pith_short_16","alias_value":"XM56MJ2X3BQ4BR3C","created_at":"2026-05-18T12:33:01Z"},{"alias_kind":"pith_short_8","alias_value":"XM56MJ2X","created_at":"2026-05-18T12:33:01Z"}],"graph_snapshots":[{"event_id":"sha256:41438030e27ca9574a142e4943e7992e0f07938e15140dfe516da47a90937a02","target":"graph","created_at":"2026-05-18T00:16:19Z","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":"We propose an improved technique for weakly-supervised object localization. Conventional methods have a limitation that they focus only on most discriminative parts of the target objects. The recent study addressed this issue and resolved this limitation by augmenting the training data for less discriminative parts. To this end, we employ an effective data augmentation for improving the accuracy of the object localization. In addition, we introduce improved learning techniques by optimizing Convolutional Neural Networks (CNN) based on the state-of-the-art model. Based on extensive experiments,","authors_text":"Hyunjung Shim, Joo Hyun Park, Junsuk Choe","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-02-22T02:53:28Z","title":"Improved Techniques For Weakly-Supervised Object Localization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1802.07888","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":"sha256:94db0e620900c882f25fdf9cc0c2795e0508085f8df626e79ea3b62a3c19aa36","target":"record","created_at":"2026-05-18T00:16:19Z","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":"8291a6bb369087eb02845be483593d82db99f2b97a69cfd70fc2f8606d385b8a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-02-22T02:53:28Z","title_canon_sha256":"e4ac69c6f4b1d533d80f9ed45d8c96b6577f54050607e6ea2d0f79e56881b32b"},"schema_version":"1.0","source":{"id":"1802.07888","kind":"arxiv","version":2}},"canonical_sha256":"bb3be62757d861c0c76225f63a9fbc89d9bc6fdd44489a29ffd409cad97dd832","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bb3be62757d861c0c76225f63a9fbc89d9bc6fdd44489a29ffd409cad97dd832","first_computed_at":"2026-05-18T00:16:19.221701Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:16:19.221701Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EmBvwtvjtbowwV3N2+ogP2DVfHhmnTDC7CgNWMHwUXSjedNXYojxZ88adQSv6g10/oQ4xOSPDaWtCLAsh3eiBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:16:19.222178Z","signed_message":"canonical_sha256_bytes"},"source_id":"1802.07888","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:94db0e620900c882f25fdf9cc0c2795e0508085f8df626e79ea3b62a3c19aa36","sha256:41438030e27ca9574a142e4943e7992e0f07938e15140dfe516da47a90937a02"],"state_sha256":"f503f517f5b66dd406ab0baeaac650d15e1f728cbe1c448bbc1c7572e4d128b3"}