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Models/HyperShot

HyperShot

Reported on 14 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Computer Vision12 results

Image ClassificationonOMNIGLOT-EMNIST 5-way (1-shot)
Accuracy· 2022-03-21
80.65
SOTA
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Image ClassificationonOMNIGLOT-EMNIST 5-way (5-shot)
Accuracy· 2022-03-21
90.81
SOTA
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Few-Shot Image ClassificationonOMNIGLOT-EMNIST 5-way (1-shot)
Accuracy· 2022-03-21
80.65
SOTA
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Few-Shot Image ClassificationonOMNIGLOT-EMNIST 5-way (5-shot)
Accuracy· 2022-03-21
90.81
SOTA
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Image ClassificationonCUB 200 5-way 5-shot
Accuracy· 2022-03-21
80.07
best: 98.7 (CAML [Laion-2b])
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Image ClassificationonMini-ImageNet-CUB 5-way (5-shot)
Accuracy· 2022-03-21
58.86
best: 80.74 (TRIDENT)
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Image ClassificationonCUB 200 5-way 1-shot
Accuracy· 2022-03-21
66.13
best: 95.8 (PT+MAP+SF+SOT (transductive))
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Image ClassificationonMini-ImageNet-CUB 5-way (1-shot)
Accuracy· 2022-03-21
40.03
best: 84.61 (TRIDENT)
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Few-Shot Image ClassificationonCUB 200 5-way 5-shot
Accuracy· 2022-03-21
80.07
best: 98.7 (CAML [Laion-2b])
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Few-Shot Image ClassificationonMini-ImageNet-CUB 5-way (5-shot)
Accuracy· 2022-03-21
58.86
best: 80.74 (TRIDENT)
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Few-Shot Image ClassificationonCUB 200 5-way 1-shot
Accuracy· 2022-03-21
66.13
best: 95.8 (PT+MAP+SF+SOT (transductive))
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Few-Shot Image ClassificationonMini-ImageNet-CUB 5-way (1-shot)
Accuracy· 2022-03-21
40.03
best: 84.61 (TRIDENT)
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378

Methodology2 results

Few-Shot LearningonMini-Imagenet 5-way (1-shot)
Accuracy· 2022-03-21
53.18
best: 82.75 (EASY (transductive))
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378
Meta-LearningonMini-Imagenet 5-way (1-shot)
Accuracy· 2022-03-21
53.18
best: 82.75 (EASY (transductive))
HyperShot: Few-Shot Learning by Kernel HyperNetworks arXiv:2203.11378