{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:B3EAOFUWJQCS3QTYUNK7NHD3PY","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":"db5475b6b735e402c879dd30a538209e3a6b9d5f0fe5b645678b19cb245b92b4","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-30T14:58:33Z","title_canon_sha256":"6d398533258fee5733bdf18c8c31098c16c753c4e6c6e52ca3cddeea9fec3741"},"schema_version":"1.0","source":{"id":"2501.18403","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.18403","created_at":"2026-07-05T10:07:33Z"},{"alias_kind":"arxiv_version","alias_value":"2501.18403v1","created_at":"2026-07-05T10:07:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.18403","created_at":"2026-07-05T10:07:33Z"},{"alias_kind":"pith_short_12","alias_value":"B3EAOFUWJQCS","created_at":"2026-07-05T10:07:33Z"},{"alias_kind":"pith_short_16","alias_value":"B3EAOFUWJQCS3QTY","created_at":"2026-07-05T10:07:33Z"},{"alias_kind":"pith_short_8","alias_value":"B3EAOFUW","created_at":"2026-07-05T10:07:33Z"}],"graph_snapshots":[{"event_id":"sha256:ca80fc471655b0ecbd413e1ff89534d2cd5a5a7e20656fa218cbe92465a355fe","target":"graph","created_at":"2026-07-05T10:07:33Z","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/2501.18403/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents a comprehensive study and improvement of the Restormer architecture for high-resolution image motion deblurring. We introduce architectural modifications that reduce model complexity by 18.4% while maintaining or improving performance through optimized attention mechanisms. Our enhanced training pipeline incorporates additional transformations including color jitter, Gaussian blur, and perspective transforms to improve model robustness as well as a new frequency loss term. Extensive experiments on the RealBlur-R, RealBlur-J, and Ultra-High-Definition Motion blurred (UHDM) d","authors_text":"Amanturdieva Akmaral, Muhammad Hamza Zafar","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-30T14:58:33Z","title":"Efficient Transformer for High Resolution Image Motion Deblurring"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.18403","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":"sha256:17f14bb602cc2e3b63771cfba377fec2cb09cf96f673630e054b6f86ee9b87f2","target":"record","created_at":"2026-07-05T10:07:33Z","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":"db5475b6b735e402c879dd30a538209e3a6b9d5f0fe5b645678b19cb245b92b4","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-30T14:58:33Z","title_canon_sha256":"6d398533258fee5733bdf18c8c31098c16c753c4e6c6e52ca3cddeea9fec3741"},"schema_version":"1.0","source":{"id":"2501.18403","kind":"arxiv","version":1}},"canonical_sha256":"0ec80716964c052dc278a355f69c7b7e35fdf51f0a2c643697ec3a979d9482cd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0ec80716964c052dc278a355f69c7b7e35fdf51f0a2c643697ec3a979d9482cd","first_computed_at":"2026-07-05T10:07:33.738996Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:07:33.738996Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TBRRjx+LCx/IDcu/D5iwq8hQs72iaWfYVnU10y2NPHeqf1A4zQNGtDCMLSrZ9vHdeBnoLP+I+Bp6Qdm+OZbCDw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:07:33.739612Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.18403","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:17f14bb602cc2e3b63771cfba377fec2cb09cf96f673630e054b6f86ee9b87f2","sha256:ca80fc471655b0ecbd413e1ff89534d2cd5a5a7e20656fa218cbe92465a355fe"],"state_sha256":"165f71be9bc3483b077ef7872264e277e459759daec08eef023e4e9ea76e72f0"}