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Models/CyCTR (ResNet-101)

CyCTR (ResNet-101)

Reported on 12 benchmarks across 3 tasks · 1 paper

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

Methodology8 results

Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-06-04
64.3
best: 83.2 (SegGPT (ViT))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Few-Shot LearningonPASCAL-5i (1-Shot)
learnable parameters (million)· 2021-06-04
15.4
best: 31.5 (PPNet (ResNet-50))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-06-04
66.6
best: 89.8 (SegGPT (ViT))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Few-Shot LearningonPASCAL-5i (5-Shot)
learnable parameters (million)· 2021-06-04
15.4
best: 43 (FWB (ResNet-101))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2021-06-04
64.3
best: 83.2 (SegGPT (ViT))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Meta-LearningonPASCAL-5i (1-Shot)
learnable parameters (million)· 2021-06-04
15.4
best: 31.5 (PPNet (ResNet-50))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2021-06-04
66.6
best: 89.8 (SegGPT (ViT))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Meta-LearningonPASCAL-5i (5-Shot)
learnable parameters (million)· 2021-06-04
15.4
best: 43 (FWB (ResNet-101))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320

Computer Vision4 results

Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2021-06-04
64.3
best: 83.2 (SegGPT (ViT))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
learnable parameters (million)· 2021-06-04
15.4
best: 31.5 (PPNet (ResNet-50))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2021-06-04
66.6
best: 89.8 (SegGPT (ViT))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
learnable parameters (million)· 2021-06-04
15.4
best: 43 (FWB (ResNet-101))
Few-Shot Segmentation via Cycle-Consistent Transformer arXiv:2106.02320