{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:HXJ35ZRFQMM4EEEPR626C3W3EE","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":"2f701aa756cadc6ddc39eb9066c6f1cf7d9008da9df8ad9a8e3580bc2ac67edf","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-18T12:31:10Z","title_canon_sha256":"beac67c0563f1e99f807c6dfcdf6ce2ca772a53a5c856a972d4b27f173e0e5d7"},"schema_version":"1.0","source":{"id":"1711.06853","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.06853","created_at":"2026-05-18T00:30:15Z"},{"alias_kind":"arxiv_version","alias_value":"1711.06853v1","created_at":"2026-05-18T00:30:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.06853","created_at":"2026-05-18T00:30:15Z"},{"alias_kind":"pith_short_12","alias_value":"HXJ35ZRFQMM4","created_at":"2026-05-18T12:31:21Z"},{"alias_kind":"pith_short_16","alias_value":"HXJ35ZRFQMM4EEEP","created_at":"2026-05-18T12:31:21Z"},{"alias_kind":"pith_short_8","alias_value":"HXJ35ZRF","created_at":"2026-05-18T12:31:21Z"}],"graph_snapshots":[{"event_id":"sha256:0825ae5da69ae8a35008391ef17e29c43f16fc1a2654b260b18512989a3e7a90","target":"graph","created_at":"2026-05-18T00:30:15Z","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 present DLTK, a toolkit providing baseline implementations for efficient experimentation with deep learning methods on biomedical images. It builds on top of TensorFlow and its high modularity and easy-to-use examples allow for a low-threshold access to state-of-the-art implementations for typical medical imaging problems. A comparison of DLTK's reference implementations of popular network architectures for image segmentation demonstrates new top performance on the publicly available challenge data \"Multi-Atlas Labeling Beyond the Cranial Vault\". The average test Dice similarity coefficient","authors_text":"Ben Glocker, Bernhard Kainz, Daniel Rueckert, Martin Rajchl, Matthew C.H. Lee, Nick Pawlowski, Sofia Ira Ktena","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-18T12:31:10Z","title":"DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.06853","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":"sha256:4f6e03832a8de6da4632a42d77ea34a3ac1d8375fa90de6dba4c5695c8512e8c","target":"record","created_at":"2026-05-18T00:30:15Z","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":"2f701aa756cadc6ddc39eb9066c6f1cf7d9008da9df8ad9a8e3580bc2ac67edf","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-18T12:31:10Z","title_canon_sha256":"beac67c0563f1e99f807c6dfcdf6ce2ca772a53a5c856a972d4b27f173e0e5d7"},"schema_version":"1.0","source":{"id":"1711.06853","kind":"arxiv","version":1}},"canonical_sha256":"3dd3bee6258319c2108f8fb5e16edb21102352555bb9e9829f1283ed9d76beb1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3dd3bee6258319c2108f8fb5e16edb21102352555bb9e9829f1283ed9d76beb1","first_computed_at":"2026-05-18T00:30:15.354880Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:30:15.354880Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+qOi9Tf7ojmEt+Q4hshfN3KbO2+1gFZrGeleBneEZ4RmvyVGKtf4yPpUsS4kXZlyZmh4k0B59/qZirqjSpypBw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:30:15.355602Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.06853","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4f6e03832a8de6da4632a42d77ea34a3ac1d8375fa90de6dba4c5695c8512e8c","sha256:0825ae5da69ae8a35008391ef17e29c43f16fc1a2654b260b18512989a3e7a90"],"state_sha256":"aceb9608a7351d0da25e6db867aa4917700cdace786aaccaa2582fcd6a8de128"}