{ "dinov2": { "flowers102": 0.29256789721906, "oxford_pets": 0.17143635868083948, "eurosat": 0.8935185185185185, "breastmnist": 0.8269230769230769 }, "students": { "base_flowers102": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "tiny_flowers102": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "cnn_flowers102": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "base_oxford_pets": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "tiny_oxford_pets": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "cnn_oxford_pets": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "base_eurosat": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "tiny_eurosat": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "cnn_eurosat": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "base_breastmnist": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "tiny_breastmnist": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } }, "cnn_breastmnist": { "history": { "epoch": [], "loss": [], "distill": [], "mim": [] } } }, "baselines": { "resnet18_flowers102": { "best_acc": 0.2099528378598146 }, "vit_tiny_flowers102": { "best_acc": 0.20962758172060497 }, "mobilenetv3_flowers102": { "best_acc": 0.06553911205073996 }, "resnet18_oxford_pets": { "best_acc": 0.29408558190242573 }, "vit_tiny_oxford_pets": { "best_acc": 0.17252657399836469 }, "mobilenetv3_oxford_pets": { "best_acc": 0.16135186699373127 }, "resnet18_eurosat": { "best_acc": 0.9801851851851852 }, "vit_tiny_eurosat": { "best_acc": 0.9724074074074074 }, "mobilenetv3_eurosat": { "best_acc": 0.9312962962962963 }, "resnet18_breastmnist": { "best_acc": 0.8525641025641025 }, "vit_tiny_breastmnist": { "best_acc": 0.7692307692307693 }, "mobilenetv3_breastmnist": { "best_acc": 0.8141025641025641 } }, "eval": { "base_flowers102": { "linear_probe": 0.42201984062449177, "knn": 0.21027809399902422, "params": 2.181632 }, "tiny_flowers102": { "linear_probe": 0.30655391120507397, "knn": 0.1969425922914295, "params": 0.285056 }, "cnn_flowers102": { "linear_probe": 0.22117417466254677, "knn": 0.1367702065376484, "params": 0.455168 }, "base_oxford_pets": { "linear_probe": 0.3088034886890161, "knn": 0.19760152630144454, "params": 2.181632 }, "tiny_oxford_pets": { "linear_probe": 0.18097574270918507, "knn": 0.14009266830198963, "params": 0.285056 }, "cnn_oxford_pets": { "linear_probe": 0.2346688470973017, "knn": 0.1561733442354865, "params": 0.455168 }, "base_eurosat": { "linear_probe": 0.8111111111111111, "knn": 0.7203703703703703, "params": 2.181632 }, "tiny_eurosat": { "linear_probe": 0.8068518518518518, "knn": 0.747037037037037, "params": 0.285056 }, "cnn_eurosat": { "linear_probe": 0.8111111111111111, "knn": 0.7825925925925926, "params": 0.455168 }, "base_breastmnist": { "linear_probe": 0.8076923076923077, "knn": 0.7884615384615384, "params": 2.181632 }, "tiny_breastmnist": { "linear_probe": 0.8141025641025641, "knn": 0.7884615384615384, "params": 0.285056 }, "cnn_breastmnist": { "linear_probe": 0.7692307692307693, "knn": 0.7756410256410257, "params": 0.455168 } } }