{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:5YAYT7YJ3FTME56CMRDZDEHZSU","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":"8bfe181b5531308c3f8c7100649635257dc7fae21970515c439805041b373eac","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-07-04T05:45:48Z","title_canon_sha256":"a0596bd3f72511daaa3ea39378e4e5c18e14cb98fb8023096ba7cd63140aaf2d"},"schema_version":"1.0","source":{"id":"1807.01990","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1807.01990","created_at":"2026-05-18T00:11:24Z"},{"alias_kind":"arxiv_version","alias_value":"1807.01990v1","created_at":"2026-05-18T00:11:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1807.01990","created_at":"2026-05-18T00:11:24Z"},{"alias_kind":"pith_short_12","alias_value":"5YAYT7YJ3FTM","created_at":"2026-05-18T12:32:08Z"},{"alias_kind":"pith_short_16","alias_value":"5YAYT7YJ3FTME56C","created_at":"2026-05-18T12:32:08Z"},{"alias_kind":"pith_short_8","alias_value":"5YAYT7YJ","created_at":"2026-05-18T12:32:08Z"}],"graph_snapshots":[{"event_id":"sha256:cf5ba8bc365eeb46b6f83a043b4fcf5af797fb13380fa17768df06249f341c74","target":"graph","created_at":"2026-05-18T00:11:24Z","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":"Capturing and labeling camera images in the real world is an expensive task, whereas synthesizing labeled images in a simulation environment is easy for collecting large-scale image data. However, learning from only synthetic images may not achieve the desired performance in the real world due to a gap between synthetic and real images. We propose a method that transfers learned detection of an object position from a simulation environment to the real world. This method uses only a significantly limited dataset of real images while leveraging a large dataset of synthetic images using variation","authors_text":"Giovanni De Magistris, Sakyasingha Dasgupta, Subhajit Chaudhury, Tadanobu Inoue","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-07-04T05:45:48Z","title":"Transfer Learning From Synthetic To Real Images Using Variational Autoencoders For Precise Position Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1807.01990","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:f4dc47da95dbb7ddcd6ac0c6553a74378e291a4f870b88512eec49abe8c6e5f5","target":"record","created_at":"2026-05-18T00:11:24Z","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":"8bfe181b5531308c3f8c7100649635257dc7fae21970515c439805041b373eac","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-07-04T05:45:48Z","title_canon_sha256":"a0596bd3f72511daaa3ea39378e4e5c18e14cb98fb8023096ba7cd63140aaf2d"},"schema_version":"1.0","source":{"id":"1807.01990","kind":"arxiv","version":1}},"canonical_sha256":"ee0189ff09d966c277c264479190f99514e3067d32c87c658a154bec97f8a6b7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ee0189ff09d966c277c264479190f99514e3067d32c87c658a154bec97f8a6b7","first_computed_at":"2026-05-18T00:11:24.543150Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:11:24.543150Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cMtXN2PVcybYdn9mVD0yeYT5+xW6NxGJ0aZcPchL8Pt+dearMqph+Ur29lDp2gZJuQz0l9ARCBP9qWyKRxqaCw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:11:24.543727Z","signed_message":"canonical_sha256_bytes"},"source_id":"1807.01990","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f4dc47da95dbb7ddcd6ac0c6553a74378e291a4f870b88512eec49abe8c6e5f5","sha256:cf5ba8bc365eeb46b6f83a043b4fcf5af797fb13380fa17768df06249f341c74"],"state_sha256":"0100945aea1f3c3db824087540b803c3517c4b49e7eab654ef37a1379058b549"}