11 datasets
Benchmarks
TaskDatasetSOTA resultTrendResults
11 datasets base-to-new average
87.55Base Average Score
81
11 datasets average CLIP-based (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101)
83.8Average Accuracy
69
11 datasets average CLIP ResNet-101 (test)
82Acc
18
11 Datasets 1-shot
74.29Average Accuracy
16
11 datasets 2-shot average
74.5Accuracy
14
11 Datasets
96.2Accuracy (CIFAR-10)
5
11 Datasets Average Base Class
70.52Natural Accuracy
4
11 datasets average (test)
6Training Time (ms/img)
4
11 datasets Average base-to-new generalization
0.847Base Performance
3