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Models/RS(ResNet-50)

RS(ResNet-50)

Reported on 10 benchmarks across 5 tasks · 1 paper · 10 SOTA

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

Methodology6 results

Generalized Few-Shot ClassificationonCOCO-MLT
Average mAP· 2015-12-18
46.97
best: 66.19 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Generalized Few-Shot ClassificationonVOC-MLT
Average mAP· 2015-12-18
75.38
best: 87.88 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Long-tail LearningonCOCO-MLT
Average mAP· 2015-12-18
46.97
best: 66.19 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Long-tail LearningonVOC-MLT
Average mAP· 2015-12-18
75.38
best: 87.88 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Generalized Few-Shot LearningonCOCO-MLT
Average mAP· 2015-12-18
46.97
best: 66.19 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Generalized Few-Shot LearningonVOC-MLT
Average mAP· 2015-12-18
75.38
best: 87.88 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830

Computer Vision4 results

Image ClassificationonCOCO-MLT
Average mAP· 2015-12-18
46.97
best: 66.19 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Image ClassificationonVOC-MLT
Average mAP· 2015-12-18
75.38
best: 87.88 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Few-Shot Image ClassificationonCOCO-MLT
Average mAP· 2015-12-18
46.97
best: 66.19 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830
Few-Shot Image ClassificationonVOC-MLT
Average mAP· 2015-12-18
75.38
best: 87.88 (LMPT(ViT-B/16))
SOTA
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks arXiv:1512.05830