ASY ResNet12 (transductive)

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 ClassificationonTiered ImageNet 5-way (1-shot)
Accuracy· 2022-01-24
83.98
best: 96.8 (CAML [Laion-2b])
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients arXiv:2201.09699
Image ClassificationonTiered ImageNet 5-way (5-shot)
Accuracy· 2022-01-24
89.26
best: 98.8 (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 ClassificationonTiered ImageNet 5-way (1-shot)
Accuracy· 2022-01-24
83.98
best: 96.8 (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 ClassificationonTiered ImageNet 5-way (5-shot)
Accuracy· 2022-01-24
89.26
best: 98.8 (CAML [Laion-2b])
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients arXiv:2201.09699