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Models/KGTN-ens (ResNet-50, h+g, max)

KGTN-ens (ResNet-50, h+g, max)

Reported on 14 benchmarks across 2 tasks · 1 paper · 12 SOTA

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

Computer Vision14 results

Image ClassificationonImageNet-FS (2-shot, all)
Top-5 Accuracy (%)· 2022-11-06
75.45
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Image ClassificationonImageNet-FS (5-shot, all)
Top-5 Accuracy (%)· 2022-11-06
81.12
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Image ClassificationonImageNet-FS (1-shot, novel)
Top-5 Accuracy (%)· 2022-11-06
62.73
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Image ClassificationonImageNet-FS (1-shot, all)
Top-5 Accuracy (%)· 2022-11-06
68.58
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Image ClassificationonImageNet-FS (2-shot, novel)
Top-5 Accuracy (%)· 2022-11-06
71.48
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Image ClassificationonImageNet-FS (10-shot, novel)
Top-5 Accuracy (%)· 2022-11-06
82.56
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Few-Shot Image ClassificationonImageNet-FS (2-shot, all)
Top-5 Accuracy (%)· 2022-11-06
75.45
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Few-Shot Image ClassificationonImageNet-FS (5-shot, all)
Top-5 Accuracy (%)· 2022-11-06
81.12
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Few-Shot Image ClassificationonImageNet-FS (1-shot, novel)
Top-5 Accuracy (%)· 2022-11-06
62.73
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Few-Shot Image ClassificationonImageNet-FS (1-shot, all)
Top-5 Accuracy (%)· 2022-11-06
68.58
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Few-Shot Image ClassificationonImageNet-FS (2-shot, novel)
Top-5 Accuracy (%)· 2022-11-06
71.48
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Few-Shot Image ClassificationonImageNet-FS (10-shot, novel)
Top-5 Accuracy (%)· 2022-11-06
82.56
SOTA
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Image ClassificationonImageNet-FS (10-shot, all)
Top-5 Accuracy (%)· 2022-11-06
83.46
best: 83.6 (KGTN (ResNet-50))
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199
Few-Shot Image ClassificationonImageNet-FS (10-shot, all)
Top-5 Accuracy (%)· 2022-11-06
83.46
best: 83.6 (KGTN (ResNet-50))
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles arXiv:2211.03199