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Models/SIW

SIW

Reported on 11 benchmarks across 5 tasks · 1 paper · 6 SOTA

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

Medical4 results

Semantic SegmentationonCamVid
Mean IoU· 2022-02-04
83.7
best: 84.62 (SERNet-Former)
SOTA
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002
Semantic SegmentationonWildDash
Mean IoU· 2022-02-04
69.7
SOTA
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002
Semantic SegmentationonPASCAL VOC 2010 test
Mean IoU· 2022-02-04
81.1
SOTA
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002
Semantic SegmentationonKITTI Semantic Segmentation
Mean IoU (class)· 2022-02-04
68.9
best: 80.7 (RPVNet [xu2021rpvnet])
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002

Audio4 results

10-shot image generationonCamVid
Mean IoU· 2022-02-04
83.7
best: 84.62 (SERNet-Former)
SOTA
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002
10-shot image generationonWildDash
Mean IoU· 2022-02-04
69.7
SOTA
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002
10-shot image generationonPASCAL VOC 2010 test
Mean IoU· 2022-02-04
81.1
SOTA
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002
10-shot image generationonKITTI Semantic Segmentation
Mean IoU (class)· 2022-02-04
68.9
best: 80.7 (RPVNet [xu2021rpvnet])
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002

Computer Vision2 results

Depth EstimationonKITTI Eigen split
absolute relative error· 2022-02-04
0.14
best: 0.029 (SPIDepth)
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002
Instance SegmentationonCOCO minival
mask AP· 2022-02-04
41.4
best: 56.6 (Co-DETR)
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002

Methodology1 result

3DonKITTI Eigen split
absolute relative error· 2022-02-04
0.14
best: 0.029 (SPIDepth)
Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings arXiv:2202.02002