A Simple Episodic Linear Probe Improves Visual Recognition in the Wild

Benchmark Model Rank Results
fine-grained-image-classification-on-cub-200-2011ELP#15Accuracy: 88.8
long-tail-learning-on-cifar-100-lt-r-10ELP#21Error Rate: 40.9
long-tail-learning-on-cifar-10-lt-r-100ELP#23Error Rate: 22
fine-grained-image-classification-on-fgvc-aircraftELP#25Accuracy: 92.7
long-tail-learning-on-cifar-10-lt-r-10ELP#27Error Rate: 11.3
fine-grained-image-classification-on-stanford-carsELP#35Accuracy: 94.2
long-tail-learning-on-cifar-100-lt-r-100ELP#51Error Rate: 57.6
image-classification-on-imagenetELP (naive ResNet50)#964Top 1 Accuracy: 76.13