{"id":"W7125531537","doi":"10.1109/icft66708.2025.11336426","title":"YOLOv8-TSA: Real-Time Video Object Detection via Temporal-Spatial Attention","year":2025,"lang":"","type":"article","venue":"","topic":"Visual Attention and Saliency Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"Object detection; Object (grammar); Noise (video); Face detection; Video tracking; Feature (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001317225,0.000668513,0.0006447716,0.00100705,0.001180595,0.0008621733,0.0009153163,0.0005771106,0.001263761],"category_scores_gemma":[0.0001216004,0.0006858949,0.0006513464,0.002642048,0.0001945978,0.001572501,0.0005570574,0.0005565158,0.00344971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005197305,"about_ca_system_score_gemma":0.0002802837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005711949,"about_ca_topic_score_gemma":0.00108444,"domain_scores_codex":[0.9941944,0.0007630211,0.001465646,0.001770525,0.0008979671,0.0009083929],"domain_scores_gemma":[0.9973053,0.0001178585,0.0005198415,0.001209911,0.000579672,0.0002674636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002152281,0.0006814879,0.001926139,0.0001650094,0.0002061072,0.00002021676,0.0002849179,0.00007854706,0.3026466,0.001773146,0.001532512,0.69047],"study_design_scores_gemma":[0.00250669,0.001577969,0.08108795,0.0002969191,0.0002260321,0.00007097018,0.0001224394,0.8359752,0.06823865,0.004021457,0.004634327,0.001241458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09892684,0.00007722569,0.8670861,0.001364121,0.007401644,0.0008993777,0.000004071112,0.0009343303,0.02330627],"genre_scores_gemma":[0.9511721,0.0001420632,0.001480882,0.0004164818,0.0003442015,0.00007239149,0.00001770537,0.00003253539,0.04632169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8656052,"threshold_uncertainty_score":0.9996492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101124074037448,"score_gpt":0.2681355660850775,"score_spread":0.2580231586813327,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}