Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/DCAMA (Swin-B)

DCAMA (Swin-B)

Reported on 39 benchmarks across 3 tasks · 1 paper · 24 SOTA

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

Methodology26 results

Few-Shot LearningonFSS-1000 (5-shot)
FB-IoU· 2022-07-18
94.1
best: 94.4 (VAT (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonCOCO-20i (5-shot)
FB-IoU· 2022-07-18
76.9
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonCOCO-20i (5-shot)
Mean IoU· 2022-07-18
58.3
best: 67.9 (SegGPT (ViT))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonCOCO-20i (2-way 1-shot)
mIoU· 2022-07-18
31.7
best: 34.6 (Label Anything (Vit-B/16-SAM))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonFSS-1000 (1-shot)
FB-IoU· 2022-07-18
93.8
best: 94 (VAT (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-07-18
69.3
best: 83.2 (SegGPT (ViT))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonCOCO-20i (1-shot)
FB-IoU· 2022-07-18
73.2
best: 78.5 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonCOCO-20i (1-shot)
Mean IoU· 2022-07-18
50.9
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonFSS-1000 (5-shot)
FB-IoU· 2022-07-18
94.1
best: 94.4 (VAT (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonCOCO-20i (5-shot)
FB-IoU· 2022-07-18
76.9
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonCOCO-20i (5-shot)
Mean IoU· 2022-07-18
58.3
best: 67.9 (SegGPT (ViT))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonCOCO-20i (2-way 1-shot)
mIoU· 2022-07-18
31.7
best: 34.6 (Label Anything (Vit-B/16-SAM))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonFSS-1000 (1-shot)
FB-IoU· 2022-07-18
93.8
best: 94 (VAT (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonPASCAL-5i (1-Shot)
Mean IoU· 2022-07-18
69.3
best: 83.2 (SegGPT (ViT))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonCOCO-20i (1-shot)
FB-IoU· 2022-07-18
73.2
best: 78.5 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonCOCO-20i (1-shot)
Mean IoU· 2022-07-18
50.9
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonFSS-1000 (5-shot)
Mean IoU· 2022-07-18
90.4
best: 91.7 (DACM (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonFSS-1000 (1-shot)
Mean IoU· 2022-07-18
90.1
best: 90.8 (DACM (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-18
78.5
best: 86.2 (PGMA-Net (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-18
82.9
best: 86.9 (PGMA-Net (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-07-18
74.9
best: 89.8 (SegGPT (ViT))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonFSS-1000 (5-shot)
Mean IoU· 2022-07-18
90.4
best: 91.7 (DACM (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonFSS-1000 (1-shot)
Mean IoU· 2022-07-18
90.1
best: 90.8 (DACM (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-18
78.5
best: 86.2 (PGMA-Net (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-18
82.9
best: 86.9 (PGMA-Net (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Meta-LearningonPASCAL-5i (5-Shot)
Mean IoU· 2022-07-18
74.9
best: 89.8 (SegGPT (ViT))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549

Computer Vision13 results

Few-Shot Semantic SegmentationonFSS-1000 (5-shot)
FB-IoU· 2022-07-18
94.1
best: 94.4 (VAT (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
FB-IoU· 2022-07-18
76.9
best: 79.4 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonCOCO-20i (5-shot)
Mean IoU· 2022-07-18
58.3
best: 67.9 (SegGPT (ViT))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonCOCO-20i (2-way 1-shot)
mIoU· 2022-07-18
31.7
best: 34.6 (Label Anything (Vit-B/16-SAM))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonFSS-1000 (1-shot)
FB-IoU· 2022-07-18
93.8
best: 94 (VAT (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
Mean IoU· 2022-07-18
69.3
best: 83.2 (SegGPT (ViT))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
FB-IoU· 2022-07-18
73.2
best: 78.5 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonCOCO-20i (1-shot)
Mean IoU· 2022-07-18
50.9
best: 59.4 (PGMA-Net (ResNet-101))
SOTA
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonFSS-1000 (5-shot)
Mean IoU· 2022-07-18
90.4
best: 91.7 (DACM (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonFSS-1000 (1-shot)
Mean IoU· 2022-07-18
90.1
best: 90.8 (DACM (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonPASCAL-5i (1-Shot)
FB-IoU· 2022-07-18
78.5
best: 86.2 (PGMA-Net (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
FB-IoU· 2022-07-18
82.9
best: 86.9 (PGMA-Net (ResNet-101))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549
Few-Shot Semantic SegmentationonPASCAL-5i (5-Shot)
Mean IoU· 2022-07-18
74.9
best: 89.8 (SegGPT (ViT))
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation arXiv:2207.08549