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Models/DeepLabv3+

DeepLabv3+

Reported on 8 benchmarks across 3 tasks · 2 papers · 2 SOTA

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

Medical3 results

Semantic SegmentationonSkyScapes-Dense
Mean IoU· 2018-02-07
38.2
best: 40.13 (SkyScapesNet-Dense)
SOTA
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation arXiv:1802.02611
Semantic SegmentationonFine-Grained Grass Segmentation Dataset
mIoU· 2018-02-07
47.95
best: 51.96 (D2LS)
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation arXiv:1802.02611
Semantic SegmentationonBJRoad
IoU· 2018-02-07
50.81
best: 63.22 (CMNeXt)
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation arXiv:1802.02611

Audio3 results

10-shot image generationonSkyScapes-Dense
Mean IoU· 2018-02-07
38.2
best: 40.13 (SkyScapesNet-Dense)
SOTA
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation arXiv:1802.02611
10-shot image generationonFine-Grained Grass Segmentation Dataset
mIoU· 2018-02-07
47.95
best: 51.96 (D2LS)
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation arXiv:1802.02611
10-shot image generationonBJRoad
IoU· 2018-02-07
50.81
best: 63.22 (CMNeXt)
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation arXiv:1802.02611

Computer Vision2 results

2D Semantic Segmentation task 3 (25 classes)onCaDIS
Mean IoU (test)· 2019-06-27
63.23
best: 71.94 (OCR-R50-Repeat Factor-Lovasz)
CaDIS: Cataract Dataset for Image Segmentation arXiv:1906.11586
2D Semantic Segmentation task 3 (25 classes)onCaDIS
Mean IoU (val)· 2019-06-27
68.6
best: 79.4 (OCR-R50-Repeat Factor-Lovasz)
CaDIS: Cataract Dataset for Image Segmentation arXiv:1906.11586