{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:7DIOT3Z2OAFFBTEYIHKEYH476Y","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":"c2f5e6ce0dc855ea9e15555a46a940b840a0a6f12317cb148306e7e135d3b030","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-11-19T22:28:13Z","title_canon_sha256":"68f2e2f866d45af69362e893a94a86457c8b4214270a411d55d3d5736a00ab80"},"schema_version":"1.0","source":{"id":"1811.08009","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1811.08009","created_at":"2026-05-18T00:00:17Z"},{"alias_kind":"arxiv_version","alias_value":"1811.08009v1","created_at":"2026-05-18T00:00:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1811.08009","created_at":"2026-05-18T00:00:17Z"},{"alias_kind":"pith_short_12","alias_value":"7DIOT3Z2OAFF","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_16","alias_value":"7DIOT3Z2OAFFBTEY","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_8","alias_value":"7DIOT3Z2","created_at":"2026-05-18T12:32:11Z"}],"graph_snapshots":[{"event_id":"sha256:879d951d43f3a95fa22db76bf631fb6e92bfac0f6ae3b3b75a4459679269e343","target":"graph","created_at":"2026-05-18T00:00:17Z","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":"Logo recognition is the task of identifying and classifying logos. Logo recognition is a challenging problem as there is no clear definition of a logo and there are huge variations of logos, brands and re-training to cover every variation is impractical. In this paper, we formulate logo recognition as a few-shot object detection problem. The two main components in our pipeline are universal logo detector and few-shot logo recognizer. The universal logo detector is a class-agnostic deep object detector network which tries to learn the characteristics of what makes a logo. It predicts bounding b","authors_text":"Istvan Fehervari, Srikar Appalaraju","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-11-19T22:28:13Z","title":"Scalable Logo Recognition using Proxies"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1811.08009","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":"sha256:2c539630cfc8be529417ff56cdb5b6506d0e32cad337e2c3dfabe584b506715f","target":"record","created_at":"2026-05-18T00:00:17Z","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":"c2f5e6ce0dc855ea9e15555a46a940b840a0a6f12317cb148306e7e135d3b030","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-11-19T22:28:13Z","title_canon_sha256":"68f2e2f866d45af69362e893a94a86457c8b4214270a411d55d3d5736a00ab80"},"schema_version":"1.0","source":{"id":"1811.08009","kind":"arxiv","version":1}},"canonical_sha256":"f8d0e9ef3a700a50cc9841d44c1f9ff6275bc1f1d3b7d7f7a2e61d1649f22545","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f8d0e9ef3a700a50cc9841d44c1f9ff6275bc1f1d3b7d7f7a2e61d1649f22545","first_computed_at":"2026-05-18T00:00:17.131057Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:00:17.131057Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"SFHfmWLBdKmGDzGp0X1/JnmCFGnzBd+mL60Cwm6/44Fg88DsklLWA6XGeo+YFt3uKBvHaG0EqU61i0HksvBtCw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:00:17.131813Z","signed_message":"canonical_sha256_bytes"},"source_id":"1811.08009","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2c539630cfc8be529417ff56cdb5b6506d0e32cad337e2c3dfabe584b506715f","sha256:879d951d43f3a95fa22db76bf631fb6e92bfac0f6ae3b3b75a4459679269e343"],"state_sha256":"fb1a4782449b9f59dd88027cb1f2a4332d0fa4a91907bcc80c5ff0ca731c150c"}