Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation

Benchmark Model Rank Results
semantic-segmentation-on-ade20kHRNetV2 + OCR + RMI (PaddleClas pretrained)#152Validation mIoU: 47.98
semantic-segmentation-on-ade20kOCR(HRNetV2-W48)#180Validation mIoU: 45.66
semantic-segmentation-on-ade20kOCR (ResNet-101)#186Validation mIoU: 45.28
semantic-segmentation-on-ade20k-valHRNetV2 + OCR + RMI (PaddleClas pretrained)#61mIoU: 47.98
semantic-segmentation-on-ade20k-valOCR (HRNetV2-W48)#72mIoU: 45.66
semantic-segmentation-on-ade20k-valOCR (ResNet-101)#74mIoU: 45.28
semantic-segmentation-on-bdd100k-valOCRNet#13mIoU: 60.1
semantic-segmentation-on-cityscapesHRNetV2 + OCR +#8Mean IoU (class): 84.5%
semantic-segmentation-on-cityscapesHRNetV2 + OCR (w/ ASP)#11Mean IoU (class): 83.7%
semantic-segmentation-on-cityscapesOCR (HRNetV2-W48, coarse)#18Mean IoU (class): 83.0%
semantic-segmentation-on-cityscapesOCR (ResNet-101, coarse)#24Mean IoU (class): 82.4%
semantic-segmentation-on-cityscapesOCR (ResNet-101)#31Mean IoU (class): 81.8%
semantic-segmentation-on-cityscapes-valHRNetV2 + OCR + RMI (PaddleClas pretrained)#21mIoU: 83.6
semantic-segmentation-on-cityscapes-valOCR (ResNet-101-FCN)#44mIoU: 80.6
semantic-segmentation-on-coco-stuff-testHRNetV2 + OCR + RMI (PaddleClas pretrained)#6mIoU: 45.2%
semantic-segmentation-on-coco-stuff-testOCR (HRNetV2-W48)#9mIoU: 40.5%
semantic-segmentation-on-coco-stuff-testOCR (ResNet-101)#13mIoU: 39.5%
semantic-segmentation-on-lip-valHRNetV2 + OCR + RMI (PaddleClas pretrained)#5mIoU: 58.2%
semantic-segmentation-on-lip-valOCR (HRNetV2-W48)#6mIoU: 56.65%
semantic-segmentation-on-lip-valOCR (ResNet-101)#8mIoU: 55.6%
semantic-segmentation-on-pascal-contextHRNetV2 + OCR + RMI (PaddleClas pretrained)#11mIoU: 59.6
semantic-segmentation-on-pascal-contextOCR (HRNetV2-W48)#20mIoU: 56.2
semantic-segmentation-on-pascal-contextOCR (ResNet-101)#28mIoU: 54.8
semantic-segmentation-on-pascal-voc-2012OCR (HRNetV2-W48)#11Mean IoU: 84.5%
semantic-segmentation-on-pascal-voc-2012OCR (ResNet-101)#12Mean IoU: 84.3%