{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:YYQC5FPON5NDME3MFHJZMPPR2B","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":"1ac06720f07850d4178d8a8491f4476321463c85fc6ad5d75420c660b95ef3a2","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2019-07-27T09:30:21Z","title_canon_sha256":"fdc989200eff732222fe7d2cc276469937051581eb45655f3ea1736581a76860"},"schema_version":"1.0","source":{"id":"1907.11880","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1907.11880","created_at":"2026-05-17T23:39:22Z"},{"alias_kind":"arxiv_version","alias_value":"1907.11880v1","created_at":"2026-05-17T23:39:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1907.11880","created_at":"2026-05-17T23:39:22Z"},{"alias_kind":"pith_short_12","alias_value":"YYQC5FPON5ND","created_at":"2026-05-18T12:33:33Z"},{"alias_kind":"pith_short_16","alias_value":"YYQC5FPON5NDME3M","created_at":"2026-05-18T12:33:33Z"},{"alias_kind":"pith_short_8","alias_value":"YYQC5FPO","created_at":"2026-05-18T12:33:33Z"}],"graph_snapshots":[{"event_id":"sha256:c62b5c21020de9be595e36f9a51a9c224f0531944b8e446359545aab758c4188","target":"graph","created_at":"2026-05-17T23:39:22Z","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":"Deblurring is the task of restoring a blurred image to a sharp one, retrieving the information lost due to the blur. In blind deblurring we have no information regarding the blur kernel. As deblurring can be considered as an image to image translation task, deep learning based solutions, including the ones which use GAN (Generative Adversarial Network), have been proven effective for deblurring. Most of them have an encoder-decoder structure. Our objective is to try different GAN structures and improve its performance through various modifications to the existing structure for supervised deblu","authors_text":"Anubha Pandey, Anurag Mittal, Manoj Kumar Lenka","cross_cats":["cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2019-07-27T09:30:21Z","title":"Blind Deblurring Using GANs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1907.11880","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:c780394556f143fa04870828f060632d54a15bbf55b5433344dce15091cc8d12","target":"record","created_at":"2026-05-17T23:39:22Z","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":"1ac06720f07850d4178d8a8491f4476321463c85fc6ad5d75420c660b95ef3a2","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2019-07-27T09:30:21Z","title_canon_sha256":"fdc989200eff732222fe7d2cc276469937051581eb45655f3ea1736581a76860"},"schema_version":"1.0","source":{"id":"1907.11880","kind":"arxiv","version":1}},"canonical_sha256":"c6202e95ee6f5a36136c29d3963df1d077f21797a6731623c91cd1a907949c47","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c6202e95ee6f5a36136c29d3963df1d077f21797a6731623c91cd1a907949c47","first_computed_at":"2026-05-17T23:39:22.701641Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:39:22.701641Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ab1Y78kPWex3cfV58mhY3R6ucyuAO9eNtGIC9gFKgtK7/jrfCgOY9Y6Nrq+iBXwfbaOcHl3uUlOrG3uh01SQDg==","signature_status":"signed_v1","signed_at":"2026-05-17T23:39:22.702309Z","signed_message":"canonical_sha256_bytes"},"source_id":"1907.11880","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c780394556f143fa04870828f060632d54a15bbf55b5433344dce15091cc8d12","sha256:c62b5c21020de9be595e36f9a51a9c224f0531944b8e446359545aab758c4188"],"state_sha256":"d24a9e4175c135a0630093fe92f030eee49716b12964407ebf011eeb2f75dbc7"}