{ "manifests": [ "/data1/fastface/data/manifests/fairface.jsonl", "/data1/fastface/data/manifests/utkface.jsonl", "/data1/fastface/data/manifests/imdb_clean.jsonl" ], "models": { "our_large128_imdb_distill": { "aggregate": { "count": 24333, "female_acc": 0.9538586809011128, "gender_acc": 0.9563966629679859, "gender_balanced_acc": 0.9561838585228455, "male_acc": 0.9585090361445783 }, "by_dataset": { "fairface": { "count": 10954, "female_acc": 0.9283223556760946, "gender_acc": 0.9287931349278802, "gender_balanced_acc": 0.9287675314292074, "male_acc": 0.9292127071823204 }, "imdb-clean": { "count": 10954, "female_acc": 0.9839898883505371, "gender_acc": 0.9853021727222933, "gender_balanced_acc": 0.9851478360715147, "male_acc": 0.9863057837924923 }, "utkface": { "count": 2425, "female_acc": 0.9440559440559441, "gender_acc": 0.9505154639175257, "gender_balanced_acc": 0.9501700485307043, "male_acc": 0.9562841530054644 } } }, "our_small112_imdb_distill": { "aggregate": { "count": 24333, "female_acc": 0.9357640459603728, "gender_acc": 0.9410265894053343, "gender_balanced_acc": 0.9405853362331984, "male_acc": 0.9454066265060241 }, "by_dataset": { "fairface": { "count": 10954, "female_acc": 0.9012010848508331, "gender_acc": 0.9058791309110827, "gender_balanced_acc": 0.9056247136961348, "male_acc": 0.9100483425414365 }, "imdb-clean": { "count": 10954, "female_acc": 0.9721929639772487, "gender_acc": 0.9761730874566369, "gender_balanced_acc": 0.9757049885135156, "male_acc": 0.9792170130497825 }, "utkface": { "count": 2425, "female_acc": 0.9405594405594405, "gender_acc": 0.9410309278350516, "gender_balanced_acc": 0.9410057155958795, "male_acc": 0.9414519906323185 } } }, "public_fairface_onnx": { "aggregate": { "count": 24333, "female_acc": 0.9394734461232245, "gender_acc": 0.9472321538651214, "gender_balanced_acc": 0.9465816025796845, "male_acc": 0.9536897590361446 }, "by_dataset": { "fairface": { "count": 10954, "female_acc": 0.9436265013560635, "gender_acc": 0.9438561256162132, "gender_balanced_acc": 0.9438436374183632, "male_acc": 0.944060773480663 }, "imdb-clean": { "count": 10954, "female_acc": 0.9327996629450179, "gender_acc": 0.9501551944495161, "gender_balanced_acc": 0.948114025124837, "male_acc": 0.9634283873046561 }, "utkface": { "count": 2425, "female_acc": 0.9484265734265734, "gender_acc": 0.9492783505154639, "gender_balanced_acc": 0.9492328027164092, "male_acc": 0.9500390320062451 } } }, "teacher_v2s_imdb": { "aggregate": { "count": 24333, "female_acc": 0.9663439790102235, "gender_acc": 0.9663831011383718, "gender_balanced_acc": 0.966379820830413, "male_acc": 0.9664156626506024 }, "by_dataset": { "fairface": { "count": 10954, "female_acc": 0.9455637349864394, "gender_acc": 0.9437648347635567, "gender_balanced_acc": 0.9438626685981921, "male_acc": 0.9421616022099447 }, "imdb-clean": { "count": 10954, "female_acc": 0.9917842848114599, "gender_acc": 0.9916925324082527, "gender_balanced_acc": 0.9917033233304923, "male_acc": 0.9916223618495247 }, "utkface": { "count": 2425, "female_acc": 0.9545454545454546, "gender_acc": 0.9542268041237113, "gender_balanced_acc": 0.9542438435881059, "male_acc": 0.9539422326307572 } } } }, "models_compared": [ { "face_crop_margin": 0.2, "input_size": 128, "kind": "fastface", "name": "our_large128_imdb_distill", "path": "/data1/fastface/runs/mobilenetv3_large128_imdb_source_balanced_distill_gender_priority_efficientnet_v2_s_imdb_fairface_utkface/best.pt" }, { "face_crop_margin": 0.2, "input_size": 112, "kind": "fastface", "name": "our_small112_imdb_distill", "path": "/data1/fastface/runs/mobilenetv3_small112_imdb_source_balanced_distill_gender_priority_efficientnet_v2_s_imdb_fairface_utkface/best.pt" }, { "face_crop_margin": 0.2, "input_size": 128, "kind": "fastface", "name": "teacher_v2s_imdb", "path": "/data1/fastface/runs/efficientnet_v2_s_128_imdb_source_balanced_gender_priority_real_fairface_utkface/best.pt" }, { "face_crop_margin": 0.25, "input_size": 224, "kind": "fairface_onnx", "name": "public_fairface_onnx", "path": "/data1/fastface/third_party/fairface-onnx/weights/fairface.onnx" } ], "pairwise_disagreements": { "our_large128_imdb_distill__vs__our_small112_imdb_distill": { "both_correct": 22437, "both_wrong_same": 600, "count": 24333, "disagreement_rate": 0.053261003575391444, "disagreements": 1296, "left_only_correct": 835, "right_only_correct": 461 }, "our_large128_imdb_distill__vs__public_fairface_onnx": { "both_correct": 22510, "both_wrong_same": 522, "count": 24333, "disagreement_rate": 0.05346648584227181, "disagreements": 1301, "left_only_correct": 762, "right_only_correct": 539 }, "our_large128_imdb_distill__vs__teacher_v2s_imdb": { "both_correct": 22978, "both_wrong_same": 524, "count": 24333, "disagreement_rate": 0.0341511527555172, "disagreements": 831, "left_only_correct": 294, "right_only_correct": 537 }, "our_small112_imdb_distill__vs__public_fairface_onnx": { "both_correct": 22143, "both_wrong_same": 529, "count": 24333, "disagreement_rate": 0.06826120905765833, "disagreements": 1661, "left_only_correct": 755, "right_only_correct": 906 }, "our_small112_imdb_distill__vs__teacher_v2s_imdb": { "both_correct": 22542, "both_wrong_same": 462, "count": 24333, "disagreement_rate": 0.05461718653680187, "disagreements": 1329, "left_only_correct": 356, "right_only_correct": 973 }, "teacher_v2s_imdb__vs__public_fairface_onnx": { "both_correct": 22700, "both_wrong_same": 469, "count": 24333, "disagreement_rate": 0.047836271729749726, "disagreements": 1164, "left_only_correct": 815, "right_only_correct": 349 } }, "sample_limits": { "fairface": 10954, "imdb-clean": 10954, "utkface": 2425 }, "selected_count": 24333, "split": "val" }