{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:DH77WHKQ5SJV2OQCXWBN2D3APX","short_pith_number":"pith:DH77WHKQ","schema_version":"1.0","canonical_sha256":"19fffb1d50ec935d3a02bd82dd0f607ddb26f62ad43ac7ddb9de7ffe34c416ea","source":{"kind":"arxiv","id":"2402.15919","version":2},"attestation_state":"computed","paper":{"title":"Learning to See Through Dazzle","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.GR","cs.LG","eess.IV","physics.optics"],"primary_cat":"cs.CV","authors_text":"Abbie T. Watnik, Erin F. Fleet, Grover A. Swartzlander, Xiaopeng Peng","submitted_at":"2024-02-24T22:22:02Z","abstract_excerpt":"Machine vision is susceptible to laser dazzle, where intense laser light can blind and distort its perception of the environment through oversaturation or permanent damage to sensor pixels. Here we employ a wavefront-coded phase mask to diffuse the energy of laser light and introduce a sandwich generative adversarial network (SGAN) to restore images from complex image degradations, such as varying laser-induced image saturation, mask-induced image blurring, unknown lighting conditions, and various noise corruptions. The SGAN architecture combines discriminative and generative methods by wrappi"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2402.15919","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-02-24T22:22:02Z","cross_cats_sorted":["cs.GR","cs.LG","eess.IV","physics.optics"],"title_canon_sha256":"a16a00357cc7358be50b70b354fb3f30dd7cb2224235f9a2728ea8297c236a25","abstract_canon_sha256":"c3ed17644a7822a885d17cf058747545672e71628113d5616a58ef9d0b0c7c20"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:52:44.605945Z","signature_b64":"gN4vJyd2BTNQrBfc1DisdusqM4o1eSlm5LgMyK4WG302iVRSH3Bs5nO+rCYxUBoCf3U5JFs0Tl2ddDWnP0uNAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"19fffb1d50ec935d3a02bd82dd0f607ddb26f62ad43ac7ddb9de7ffe34c416ea","last_reissued_at":"2026-07-05T07:52:44.605474Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:52:44.605474Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Learning to See Through Dazzle","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.GR","cs.LG","eess.IV","physics.optics"],"primary_cat":"cs.CV","authors_text":"Abbie T. Watnik, Erin F. Fleet, Grover A. Swartzlander, Xiaopeng Peng","submitted_at":"2024-02-24T22:22:02Z","abstract_excerpt":"Machine vision is susceptible to laser dazzle, where intense laser light can blind and distort its perception of the environment through oversaturation or permanent damage to sensor pixels. Here we employ a wavefront-coded phase mask to diffuse the energy of laser light and introduce a sandwich generative adversarial network (SGAN) to restore images from complex image degradations, such as varying laser-induced image saturation, mask-induced image blurring, unknown lighting conditions, and various noise corruptions. The SGAN architecture combines discriminative and generative methods by wrappi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.15919","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2402.15919/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2402.15919","created_at":"2026-07-05T07:52:44.605531+00:00"},{"alias_kind":"arxiv_version","alias_value":"2402.15919v2","created_at":"2026-07-05T07:52:44.605531+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.15919","created_at":"2026-07-05T07:52:44.605531+00:00"},{"alias_kind":"pith_short_12","alias_value":"DH77WHKQ5SJV","created_at":"2026-07-05T07:52:44.605531+00:00"},{"alias_kind":"pith_short_16","alias_value":"DH77WHKQ5SJV2OQC","created_at":"2026-07-05T07:52:44.605531+00:00"},{"alias_kind":"pith_short_8","alias_value":"DH77WHKQ","created_at":"2026-07-05T07:52:44.605531+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX","json":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX.json","graph_json":"https://pith.science/api/pith-number/DH77WHKQ5SJV2OQCXWBN2D3APX/graph.json","events_json":"https://pith.science/api/pith-number/DH77WHKQ5SJV2OQCXWBN2D3APX/events.json","paper":"https://pith.science/paper/DH77WHKQ"},"agent_actions":{"view_html":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX","download_json":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX.json","view_paper":"https://pith.science/paper/DH77WHKQ","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2402.15919&json=true","fetch_graph":"https://pith.science/api/pith-number/DH77WHKQ5SJV2OQCXWBN2D3APX/graph.json","fetch_events":"https://pith.science/api/pith-number/DH77WHKQ5SJV2OQCXWBN2D3APX/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX/action/timestamp_anchor","attest_storage":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX/action/storage_attestation","attest_author":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX/action/author_attestation","sign_citation":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX/action/citation_signature","submit_replication":"https://pith.science/pith/DH77WHKQ5SJV2OQCXWBN2D3APX/action/replication_record"}},"created_at":"2026-07-05T07:52:44.605531+00:00","updated_at":"2026-07-05T07:52:44.605531+00:00"}