LSD (ResNet-50)

Reported on 4 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision4 results

Image ClassificationonImageNet-FS (1-shot, novel)
Top-5 Accuracy (%)· 2017-06-07
57.7
best: 62.73 (KGTN-ens (ResNet-50, h+g, max))
SOTA
Low-shot learning with large-scale diffusion arXiv:1706.02332
Few-Shot Image ClassificationonImageNet-FS (1-shot, novel)
Top-5 Accuracy (%)· 2017-06-07
57.7
best: 62.73 (KGTN-ens (ResNet-50, h+g, max))
SOTA
Low-shot learning with large-scale diffusion arXiv:1706.02332
Image ClassificationonImageNet-FS (2-shot, novel)
Top-5 Accuracy (%)· 2017-06-07
66.9
best: 71.48 (KGTN-ens (ResNet-50, h+g, max))
Low-shot learning with large-scale diffusion arXiv:1706.02332
Few-Shot Image ClassificationonImageNet-FS (2-shot, novel)
Top-5 Accuracy (%)· 2017-06-07
66.9
best: 71.48 (KGTN-ens (ResNet-50, h+g, max))
Low-shot learning with large-scale diffusion arXiv:1706.02332