{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:PZO2HECSFEVFILENMA2TXP43KI","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":"d5924a23dc388dd9aa5d5e46f5f021c9145723832649f21c132c2279c0ecc2c9","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-04-19T19:44:24Z","title_canon_sha256":"642cc53a6e14a2d823c9026a1e8d71660f07f780f42de062e17ebace75e250a5"},"schema_version":"1.0","source":{"id":"2404.13153","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.13153","created_at":"2026-07-05T08:10:28Z"},{"alias_kind":"arxiv_version","alias_value":"2404.13153v1","created_at":"2026-07-05T08:10:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.13153","created_at":"2026-07-05T08:10:28Z"},{"alias_kind":"pith_short_12","alias_value":"PZO2HECSFEVF","created_at":"2026-07-05T08:10:28Z"},{"alias_kind":"pith_short_16","alias_value":"PZO2HECSFEVFILEN","created_at":"2026-07-05T08:10:28Z"},{"alias_kind":"pith_short_8","alias_value":"PZO2HECS","created_at":"2026-07-05T08:10:28Z"}],"graph_snapshots":[{"event_id":"sha256:63efe8664d6ff88622087a541e7ec42b8db776abaca4a17c8a82738fa416e60e","target":"graph","created_at":"2026-07-05T08:10:28Z","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/2404.13153/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Eliminating image blur produced by various kinds of motion has been a challenging problem. Dominant approaches rely heavily on model capacity to remove blurring by reconstructing residual from blurry observation in feature space. These practices not only prevent the capture of spatially variable motion in the real world but also ignore the tailored handling of various motions in image space. In this paper, we propose a novel real-world deblurring filtering model called the Motion-adaptive Separable Collaborative (MISC) Filter. In particular, we use a motion estimation network to capture motion","authors_text":"Chengxu Liu, Ming-Hsuan Yang, Ruhao Tian, Shuai Li, Xiangyu Xu, Xuan Wang, Xueming Qian","cross_cats":["cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-04-19T19:44:24Z","title":"Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.13153","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":"sha256:1a723ed916576bd907a5ad1915b28e99c19a187c2a45b438bfa74f966a1299f4","target":"record","created_at":"2026-07-05T08:10:28Z","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":"d5924a23dc388dd9aa5d5e46f5f021c9145723832649f21c132c2279c0ecc2c9","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-04-19T19:44:24Z","title_canon_sha256":"642cc53a6e14a2d823c9026a1e8d71660f07f780f42de062e17ebace75e250a5"},"schema_version":"1.0","source":{"id":"2404.13153","kind":"arxiv","version":1}},"canonical_sha256":"7e5da39052292a542c8d60353bbf9b5211359be5479a6343ec2608994a3b44f9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7e5da39052292a542c8d60353bbf9b5211359be5479a6343ec2608994a3b44f9","first_computed_at":"2026-07-05T08:10:28.051499Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:10:28.051499Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZGkgOzk0wNCIy8EiGUwTHuD1jixBJ/tgwsqLMD1xiMwuxpUR3Q2qKtQq6+4spFt561ROGIqwphRYXAmpNYinCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:10:28.051963Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.13153","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1a723ed916576bd907a5ad1915b28e99c19a187c2a45b438bfa74f966a1299f4","sha256:63efe8664d6ff88622087a541e7ec42b8db776abaca4a17c8a82738fa416e60e"],"state_sha256":"88cf16b23206874c7eb5e1a9791acaab5c2d73afc5cf8cf149616905a5e2091e"}