{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:MPBENNUKJNRVCTAIEYTEFE7A33","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":"622c79272edb1615e7490f49da42d414a60af325ec93ace714c4fc1bd0257840","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-05T16:09:18Z","title_canon_sha256":"81ca56e7ef2a16ec27316b68aba4a4575b5af01d40d68b9b1edf704eef10c5b9"},"schema_version":"1.0","source":{"id":"1709.01472","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1709.01472","created_at":"2026-05-18T00:35:59Z"},{"alias_kind":"arxiv_version","alias_value":"1709.01472v1","created_at":"2026-05-18T00:35:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1709.01472","created_at":"2026-05-18T00:35:59Z"},{"alias_kind":"pith_short_12","alias_value":"MPBENNUKJNRV","created_at":"2026-05-18T12:31:31Z"},{"alias_kind":"pith_short_16","alias_value":"MPBENNUKJNRVCTAI","created_at":"2026-05-18T12:31:31Z"},{"alias_kind":"pith_short_8","alias_value":"MPBENNUK","created_at":"2026-05-18T12:31:31Z"}],"graph_snapshots":[{"event_id":"sha256:86ff910910bb2d74220b537e9e005acbfdde602dc1bb232c380c69cecd2482c0","target":"graph","created_at":"2026-05-18T00:35:59Z","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":"The number of leaves a plant has is one of the key traits (phenotypes) describing its development and growth. Here, we propose an automated, deep learning based approach for counting leaves in model rosette plants. While state-of-the-art results on leaf counting with deep learning methods have recently been reported, they obtain the count as a result of leaf segmentation and thus require per-leaf (instance) segmentation to train the models (a rather strong annotation). Instead, our method treats leaf counting as a direct regression problem and thus only requires as annotation the total leaf co","authors_text":"Andrei Dobrescu, Mario Valerio Giuffrida, Sotirios A Tsaftaris","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-05T16:09:18Z","title":"Leveraging multiple datasets for deep leaf counting"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1709.01472","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":"sha256:9332b3b84a5cf2b50090b41b50cd0ee37d2dbfe57e5e9114d02c1a8985493f03","target":"record","created_at":"2026-05-18T00:35:59Z","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":"622c79272edb1615e7490f49da42d414a60af325ec93ace714c4fc1bd0257840","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-05T16:09:18Z","title_canon_sha256":"81ca56e7ef2a16ec27316b68aba4a4575b5af01d40d68b9b1edf704eef10c5b9"},"schema_version":"1.0","source":{"id":"1709.01472","kind":"arxiv","version":1}},"canonical_sha256":"63c246b68a4b63514c0826264293e0def9bbbb2240d38a2198ec0ad9abcada43","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"63c246b68a4b63514c0826264293e0def9bbbb2240d38a2198ec0ad9abcada43","first_computed_at":"2026-05-18T00:35:59.989681Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:35:59.989681Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"A76672H8h9bSijtQ/VchDqCBZDPT1h7KURcxbUt5QwtuV3nRLvdj7aBekAYwx+RfLtPFvCJpCu0+F1J5h20RBw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:35:59.990216Z","signed_message":"canonical_sha256_bytes"},"source_id":"1709.01472","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9332b3b84a5cf2b50090b41b50cd0ee37d2dbfe57e5e9114d02c1a8985493f03","sha256:86ff910910bb2d74220b537e9e005acbfdde602dc1bb232c380c69cecd2482c0"],"state_sha256":"7086043ee214a678fac274b356d319a4f48adf078e5149e8bdc38cd52a433f46"}