{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:XJW4D4VFC5FWYTOOTLYM4Z6ZTA","short_pith_number":"pith:XJW4D4VF","schema_version":"1.0","canonical_sha256":"ba6dc1f2a5174b6c4dce9af0ce67d9983231cb7e118eec6d98d061114e8add7f","source":{"kind":"arxiv","id":"2502.02027","version":4},"attestation_state":"computed","paper":{"title":"From Fog to Failure: The Unintended Consequences of Dehazing on Object Detection in Clear Images","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Aman Chadha, Ashutosh Kumar","submitted_at":"2025-02-04T05:24:44Z","abstract_excerpt":"This study explores the challenges of integrating human visual cue-based dehazing into object detection, given the selective nature of human perception. While human vision adapts dynamically to environmental conditions, computational dehazing does not always enhance detection uniformly. We propose a multi-stage framework where a lightweight detector identifies regions of interest (RoIs), which are then improved via spatial attention-based dehazing before final detection by a heavier model. Though effective in foggy conditions, this approach unexpectedly degrades the performance on clear images"},"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":"2502.02027","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-02-04T05:24:44Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"ad1cadeaaadf6f22fa2bd84054aa4671add4feb69d9b253fa9b51f257c912cc4","abstract_canon_sha256":"963002c39ff14d491b6ab138652489d285373785d242dd409441e77979cf1f5c"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:31:53.596247Z","signature_b64":"4OZ9+xe4wu8Wm/YOqQ3qCLmvoUYii085AFPytZG8+SRvC9sdPg99aNWpzdEAf9G1F8zAeXbslFWJ6GrQtzqvAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ba6dc1f2a5174b6c4dce9af0ce67d9983231cb7e118eec6d98d061114e8add7f","last_reissued_at":"2026-07-05T10:31:53.595692Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:31:53.595692Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"From Fog to Failure: The Unintended Consequences of Dehazing on Object Detection in Clear Images","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Aman Chadha, Ashutosh Kumar","submitted_at":"2025-02-04T05:24:44Z","abstract_excerpt":"This study explores the challenges of integrating human visual cue-based dehazing into object detection, given the selective nature of human perception. While human vision adapts dynamically to environmental conditions, computational dehazing does not always enhance detection uniformly. We propose a multi-stage framework where a lightweight detector identifies regions of interest (RoIs), which are then improved via spatial attention-based dehazing before final detection by a heavier model. Though effective in foggy conditions, this approach unexpectedly degrades the performance on clear images"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.02027","kind":"arxiv","version":4},"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/2502.02027/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":"2502.02027","created_at":"2026-07-05T10:31:53.595749+00:00"},{"alias_kind":"arxiv_version","alias_value":"2502.02027v4","created_at":"2026-07-05T10:31:53.595749+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.02027","created_at":"2026-07-05T10:31:53.595749+00:00"},{"alias_kind":"pith_short_12","alias_value":"XJW4D4VFC5FW","created_at":"2026-07-05T10:31:53.595749+00:00"},{"alias_kind":"pith_short_16","alias_value":"XJW4D4VFC5FWYTOO","created_at":"2026-07-05T10:31:53.595749+00:00"},{"alias_kind":"pith_short_8","alias_value":"XJW4D4VF","created_at":"2026-07-05T10:31:53.595749+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/XJW4D4VFC5FWYTOOTLYM4Z6ZTA","json":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA.json","graph_json":"https://pith.science/api/pith-number/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/graph.json","events_json":"https://pith.science/api/pith-number/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/events.json","paper":"https://pith.science/paper/XJW4D4VF"},"agent_actions":{"view_html":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA","download_json":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA.json","view_paper":"https://pith.science/paper/XJW4D4VF","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2502.02027&json=true","fetch_graph":"https://pith.science/api/pith-number/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/graph.json","fetch_events":"https://pith.science/api/pith-number/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/action/timestamp_anchor","attest_storage":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/action/storage_attestation","attest_author":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/action/author_attestation","sign_citation":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/action/citation_signature","submit_replication":"https://pith.science/pith/XJW4D4VFC5FWYTOOTLYM4Z6ZTA/action/replication_record"}},"created_at":"2026-07-05T10:31:53.595749+00:00","updated_at":"2026-07-05T10:31:53.595749+00:00"}