EASY 4xResNet12 (inductive)

Reported on 4 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision4 results

Image ClassificationonCUB 200 5-way 5-shot
Accuracy· uses extra data· 2022-01-24
91.59
best: 98.7 (CAML [Laion-2b])
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients arXiv:2201.09699
Image ClassificationonCUB 200 5-way 1-shot
Accuracy· 2022-01-24
77.97
best: 95.8 (PT+MAP+SF+SOT (transductive))
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients arXiv:2201.09699
Few-Shot Image ClassificationonCUB 200 5-way 5-shot
Accuracy· uses extra data· 2022-01-24
91.59
best: 98.7 (CAML [Laion-2b])
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients arXiv:2201.09699
Few-Shot Image ClassificationonCUB 200 5-way 1-shot
Accuracy· 2022-01-24
77.97
best: 95.8 (PT+MAP+SF+SOT (transductive))
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients arXiv:2201.09699