{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:6WEIU7NJM5VIT4WLFJH6GXN4X6","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":"f9ccc44e2cf655ce57ba384fd7051920c27a9028b17da1c54cf23ee7016e3904","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-06-27T12:57:17Z","title_canon_sha256":"4c1b90553854c04d83a7e6893c09005c61b0a74d455a4bdb702af6412006a7f4"},"schema_version":"1.0","source":{"id":"1806.10447","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1806.10447","created_at":"2026-05-18T00:12:12Z"},{"alias_kind":"arxiv_version","alias_value":"1806.10447v1","created_at":"2026-05-18T00:12:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1806.10447","created_at":"2026-05-18T00:12:12Z"},{"alias_kind":"pith_short_12","alias_value":"6WEIU7NJM5VI","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_16","alias_value":"6WEIU7NJM5VIT4WL","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_8","alias_value":"6WEIU7NJ","created_at":"2026-05-18T12:32:11Z"}],"graph_snapshots":[{"event_id":"sha256:6ca569a6510b24475dde78e54279e30a55f7542c9cc0355f62b737e4305edc3f","target":"graph","created_at":"2026-05-18T00:12:12Z","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":"This paper proposes LPRNet - end-to-end method for Automatic License Plate Recognition without preliminary character segmentation. Our approach is inspired by recent breakthroughs in Deep Neural Networks, and works in real-time with recognition accuracy up to 95% for Chinese license plates: 3 ms/plate on nVIDIA GeForce GTX 1080 and 1.3 ms/plate on Intel Core i7-6700K CPU. LPRNet consists of the lightweight Convolutional Neural Network, so it can be trained in end-to-end way. To the best of our knowledge, LPRNet is the first real-time License Plate Recognition system that does not use RNNs. As ","authors_text":"Alexey Gruzdev, Sergey Zherzdev","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-06-27T12:57:17Z","title":"LPRNet: License Plate Recognition via Deep Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1806.10447","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":"sha256:38eac88017da9051a076d81cc91812aa5ac77b3e11ed404ae3930cf087fb2eeb","target":"record","created_at":"2026-05-18T00:12:12Z","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":"f9ccc44e2cf655ce57ba384fd7051920c27a9028b17da1c54cf23ee7016e3904","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-06-27T12:57:17Z","title_canon_sha256":"4c1b90553854c04d83a7e6893c09005c61b0a74d455a4bdb702af6412006a7f4"},"schema_version":"1.0","source":{"id":"1806.10447","kind":"arxiv","version":1}},"canonical_sha256":"f5888a7da9676a89f2cb2a4fe35dbcbf9ea105af8accf1449091617288c09ecb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f5888a7da9676a89f2cb2a4fe35dbcbf9ea105af8accf1449091617288c09ecb","first_computed_at":"2026-05-18T00:12:12.440072Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:12:12.440072Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aLABiEb8jTC0yevxq8I8f7SADJ7cUZ78sHQq2RgaHjTfQ0hnVx2abUaP+4xguUIcfd7V2ByMl8LpVRSKlQG4CQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:12:12.440695Z","signed_message":"canonical_sha256_bytes"},"source_id":"1806.10447","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:38eac88017da9051a076d81cc91812aa5ac77b3e11ed404ae3930cf087fb2eeb","sha256:6ca569a6510b24475dde78e54279e30a55f7542c9cc0355f62b737e4305edc3f"],"state_sha256":"bb173583fa556ddaed72ad2b013f5cbd418701abeb60799d86461f4bca997239"}