{"id":"W4366352791","doi":"10.1109/tpami.2023.3268446","title":"Dual Vision Transformer","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Pattern Analysis and Machine Intelligence","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Artificial intelligence; Transformer; Computational complexity theory; Pixel; Computation; Semantics (computer science); Feature extraction; Exploit; Theoretical computer science; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003490208,0.0007262754,0.0006309532,0.0005427064,0.0002733047,0.0009778133,0.001938631,0.0008362429,0.007808301],"category_scores_gemma":[0.0009464312,0.0003772867,0.0007136219,0.0004600651,0.0006151605,0.001889377,0.001455712,0.001278511,0.001977916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008002349,"about_ca_system_score_gemma":0.0007392805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002442988,"about_ca_topic_score_gemma":0.002945311,"domain_scores_codex":[0.9997885,0.00001997975,0.000008788496,0.00008034061,0.00005930457,0.00004300405],"domain_scores_gemma":[0.9997712,0.00005221066,0.00002002446,0.00005576123,0.00006895266,0.00003183858],"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":[0.0004091255,0.0002465127,0.001618117,0.0002710574,0.0001582689,0.0002699106,0.0001618265,0.1205984,0.1022569,0.05205518,0.01033662,0.7116181],"study_design_scores_gemma":[0.00002326484,0.0001320379,0.0004059773,0.00001541543,0.00003984526,0.0002760723,0.00002389711,0.9495311,0.02690092,0.01720504,0.005428948,0.00001737486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02215672,0.000428876,0.9656529,0.0001619698,0.0001014904,0.00007150593,0.0000978885,0.002458361,0.008870231],"genre_scores_gemma":[0.7066585,0.0005441821,0.276213,0.0005465908,0.00007821839,0.0001104559,0.0004776937,0.0002891221,0.01508208],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007808301,"threshold_uncertainty_score":0.02612138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259482272062165,"score_gpt":0.2986789647305413,"score_spread":0.2760841420099197,"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."}}