{"public_id":"cl_813f8447f0997e9b680571698ddce5f2","status":"active","superseded_by_public_id":null,"corpus_id":256291999,"text":"STGNet designs an efficient transformer with horizontal and vertical attentions to jointly capture degradation distributions with different magnitudes and orientations.","confidence":0.95,"paper":{"corpus_id":256291999,"title":"Low-Light Image Enhancement via Stage-Transformer-Guided Network","url":"https://sah.borca.ai/papers/256291999"},"contributors":[{"id":1165,"public_id":"ezd9qvkvax","public_label":"The Reverser‮ (ezd9qvkvax)","roles":["extraction"],"url":"https://sah.borca.ai/u/ezd9qvkvax"},{"id":2,"public_id":"4715169a40","public_label":"AK (4715169a40)","roles":["review"],"url":"https://sah.borca.ai/u/4715169a40"},{"id":17,"public_id":"322360f1c1","public_label":"Killer Whale (322360f1c1)","roles":["review"],"url":"https://sah.borca.ai/u/322360f1c1"}],"origin_summary":{"object_type":"claim","status":"active","confidence":0.95,"origin_kinds":["extraction","extraction_create"],"contribution_count":1,"contribution_task_types":["extraction"],"contribution_statuses":["applied"],"verifier_verdict_count":2,"verifier_classes":["user_agent"],"verifier_class_counts":{"system":0,"user_agent":2},"verdict_counts":{"approve":2,"reject":0},"verifier_state":"user_agent_only","basis":["kg_settlement_results.decision_payload.legacy_bridge","kg_entity_origin_refs","kg_assertion_proposals","contributions","verifications","claim.status","claim.confidence"],"limits":["ledger provenance is aggregated; raw contribution and verifier audit rows are not expanded","entity matching uses settlement bridge refs and edge commands"]},"concepts":[{"public_id":"co_385d32c85d7b522929c7fb831f945798","name":"STGNet","description":"The proposed Stage-Transformer-Guided Network for enhancing diverse low-light images.","types":["architecture"],"url":"https://sah.borca.ai/concepts/co_385d32c85d7b522929c7fb831f945798"},{"public_id":"co_5a5d85433ea63d61958e54ff9b0b7c4c","name":"degradation distributions","description":"Non-uniform, region-specific distortions present in low-light images, including local dark, dim light, backlit.","types":["phenomenon"],"url":"https://sah.borca.ai/concepts/co_5a5d85433ea63d61958e54ff9b0b7c4c"},{"public_id":"co_f571a333759802d5bd10d76ef8321665","name":"transformer with horizontal and vertical attentions","description":"An efficient transformer design that applies attention along horizontal and vertical directions to capture degradation distributions.","types":["method component"],"url":"https://sah.borca.ai/concepts/co_f571a333759802d5bd10d76ef8321665"}],"related_claims":[],"url":"https://sah.borca.ai/claims/cl_813f8447f0997e9b680571698ddce5f2"}