{"id":"W7055273056","doi":"","title":"Camera Based Deep Learning Algorithms with Transfer Learning in Object Perception","year":2021,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deep learning; Transfer of learning; Convolutional neural network; Object detection; Segmentation; Monocular; Representation (politics); Residual; License","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008390021,0.001195165,0.0007647641,0.0006716224,0.0003181715,0.0009086893,0.001798564,0.001205463,0.003224222],"category_scores_gemma":[0.001653168,0.0005185785,0.0008877647,0.001073849,0.0005251794,0.001513887,0.001223893,0.002170741,0.001626599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389065,"about_ca_system_score_gemma":0.00106764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009652742,"about_ca_topic_score_gemma":0.00808259,"domain_scores_codex":[0.9996449,0.00005451097,0.00001937441,0.0001249738,0.0001026266,0.00005360979],"domain_scores_gemma":[0.999577,0.0001263111,0.00004098657,0.00008802796,0.0001460519,0.00002157041],"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":[0.0001055897,0.0001638992,0.0008393027,0.000124527,0.000114337,0.00006097953,0.00006565599,0.4659702,0.007131902,0.01055799,0.005829739,0.5090359],"study_design_scores_gemma":[0.00000398582,0.00002081052,0.0001127512,0.000004995535,0.000005864047,0.000008037814,0.000004041929,0.9939458,0.001985851,0.003102806,0.0008007215,0.000004325337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01606148,0.001025194,0.9772676,0.000213193,0.000085168,0.00006056486,0.000171176,0.002261254,0.002854352],"genre_scores_gemma":[0.4246544,0.001554091,0.5543618,0.000429689,0.0001298518,0.0003449137,0.001576651,0.0005098838,0.01643879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009652742,"threshold_uncertainty_score":0.01919311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034234380020539,"score_gpt":0.1971311068771867,"score_spread":0.1867887630769813,"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."}}