{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:EUYJWFUXE5IGEMJNCAIFGUGVS6","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":"5b0867b27ef24c6f241c9367ee67f2416f34263b0530bca27a90a51ee4a125ce","cross_cats_sorted":["cs.DC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-09-24T14:45:43Z","title_canon_sha256":"fb5d1154974d55c60cc23e42faba5ec56d5c94f17a09809b2a795244d4d37b96"},"schema_version":"1.0","source":{"id":"1909.10964","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1909.10964","created_at":"2026-07-05T00:13:16Z"},{"alias_kind":"arxiv_version","alias_value":"1909.10964v2","created_at":"2026-07-05T00:13:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1909.10964","created_at":"2026-07-05T00:13:16Z"},{"alias_kind":"pith_short_12","alias_value":"EUYJWFUXE5IG","created_at":"2026-07-05T00:13:16Z"},{"alias_kind":"pith_short_16","alias_value":"EUYJWFUXE5IGEMJN","created_at":"2026-07-05T00:13:16Z"},{"alias_kind":"pith_short_8","alias_value":"EUYJWFUX","created_at":"2026-07-05T00:13:16Z"}],"graph_snapshots":[{"event_id":"sha256:2b536fb9b1cf618131df087935cd4a723e98bfd591e3d4bbb7d1d2f2493df11c","target":"graph","created_at":"2026-07-05T00:13:16Z","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/1909.10964/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Object detection has made impressive progress in recent years with the help of deep learning. However, state-of-the-art algorithms are both computation and memory intensive. Though many lightweight networks are developed for a trade-off between accuracy and efficiency, it is still a challenge to make it practical on an embedded device. In this paper, we present a system-level solution for efficient object detection on a heterogeneous embedded device. The detection network is quantized to low bits and allows efficient implementation with shift operators. In order to make the most of the benefit","authors_text":"Cong Leng, Fanrong Li, Gang Li, Jian Cheng, Jiayun Zhang, Peisong Wang, Qinghao Hu, Xiangyu He, Yang Zhang, Zejian Liu, Zitao Mo","cross_cats":["cs.DC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-09-24T14:45:43Z","title":"A System-Level Solution for Low-Power Object Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1909.10964","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:b5a26fee530840c7459155b8c0aba4847b9766e553f1d9aece014938f8aaf5a5","target":"record","created_at":"2026-07-05T00:13:16Z","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":"5b0867b27ef24c6f241c9367ee67f2416f34263b0530bca27a90a51ee4a125ce","cross_cats_sorted":["cs.DC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-09-24T14:45:43Z","title_canon_sha256":"fb5d1154974d55c60cc23e42faba5ec56d5c94f17a09809b2a795244d4d37b96"},"schema_version":"1.0","source":{"id":"1909.10964","kind":"arxiv","version":2}},"canonical_sha256":"25309b1697275062312d10105350d597a4d93125b10a62c3205996fea4d4ccca","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"25309b1697275062312d10105350d597a4d93125b10a62c3205996fea4d4ccca","first_computed_at":"2026-07-05T00:13:16.686695Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:13:16.686695Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"frMyjpP2kccXwjWLVE1FRoTN4jWFqAh1NMHPjtAAsKFUab/W0oysgMAEPpLJpq+xTTPl6kkD/FnUBuHrUscFCg==","signature_status":"signed_v1","signed_at":"2026-07-05T00:13:16.687073Z","signed_message":"canonical_sha256_bytes"},"source_id":"1909.10964","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b5a26fee530840c7459155b8c0aba4847b9766e553f1d9aece014938f8aaf5a5","sha256:2b536fb9b1cf618131df087935cd4a723e98bfd591e3d4bbb7d1d2f2493df11c"],"state_sha256":"7f59e3b90f39d1c1a2d463c60303d64985e9e6cd380c0e9bc923365ddb839118"}