Balanced Learning for Domain Adaptive Semantic Segmentation

Benchmark Model Rank Results
image-to-image-translation-on-gtav-to-cityscapes-labelsMIC + BLDA#1mIoU: 77.1
image-to-image-translation-on-gtav-to-cityscapes-labelsHRDA + BLDA#4mIoU: 75.6
image-to-image-translation-on-gtav-to-cityscapes-labelsDAFormer + BLDA#7mIoU: 70.7
image-to-image-translation-on-gtav-to-cityscapes-labelsDAFormer(C) + BLDA#16mIoU: 58.1
image-to-image-translation-on-gtav-to-cityscapes-labelsDACS + BLDA#19mIoU: 54.7
semantic-segmentation-on-gtav-to-cityscapes-labelsMIC + BLDA#1mIoU: 77.1
semantic-segmentation-on-gtav-to-cityscapes-labelsHRDA + BLDA#4mIoU: 75.6
semantic-segmentation-on-gtav-to-cityscapes-labelsCDAC + BLDA#6mIoU: 71.0
semantic-segmentation-on-gtav-to-cityscapes-labelsDAFormer + BLDA#7mIoU: 70.7
semantic-segmentation-on-gtav-to-cityscapes-labelsDAFormer(C) + BLDA#12mIoU: 58.1
semantic-segmentation-on-synthia-to-cityscapesMIC + BLDA#1Mean IoU: 69.1
semantic-segmentation-on-synthia-to-cityscapesHRDA + BLDA#3Mean IoU: 67.9
semantic-segmentation-on-synthia-to-cityscapesDAFormer + BLDA#8Mean IoU: 64.0
unsupervised-domain-adaptation-on-gtav-to-cityscapes-labelsMIC + BLDA#1mIoU: 77.1
unsupervised-domain-adaptation-on-gtav-to-cityscapes-labelsHRDA + BLDA#4mIoU: 75.6
unsupervised-domain-adaptation-on-gtav-to-cityscapes-labelsCDAC + BLDA#9mIoU: 71.0
unsupervised-domain-adaptation-on-gtav-to-cityscapes-labelsDAFormer + BLDA#10mIoU: 70.7
unsupervised-domain-adaptation-on-gtav-to-cityscapes-labelsDAFormer(C) + BLDA#17mIoU: 58.1
synthetic-to-real-translation-on-gtav-to-cityscapes-labelsMIC + BLDA#2mIoU: 77.1
synthetic-to-real-translation-on-gtav-to-cityscapes-labelsCDAC + BLDA#9mIoU: 71.0
synthetic-to-real-translation-on-gtav-to-cityscapes-labelsDAFormer + BLDA#10mIoU: 70.7
synthetic-to-real-translation-on-gtav-to-cityscapes-labelsDAFormer(C) + BLDA#26mIoU: 58.1
synthetic-to-real-translation-on-gtav-to-cityscapes-labelsDACS + BLDA#33mIoU: 54.7
synthetic-to-real-translation-on-synthia-to-cityscapesMIC + BLDA#2MIoU (16 classes): 69.1
synthetic-to-real-translation-on-synthia-to-cityscapesHRDA + BLDA#4MIoU (16 classes): 67.9
synthetic-to-real-translation-on-synthia-to-cityscapesDAFormer + BLDA#10MIoU (16 classes): 64.0
domain-adaptation-on-gta5-to-cityscapesMIC + BLDA#3mIoU: 77.1
domain-adaptation-on-gta5-to-cityscapesHRDA + BLDA#7mIoU: 75.6
domain-adaptation-on-gta5-to-cityscapesDAFormer + BLDA#10mIoU: 70.7
domain-adaptation-on-gta5-to-cityscapesDAFormer(C) + BLDA#21mIoU: 58.1
domain-adaptation-on-gta5-to-cityscapesDACS + BLDA#25mIoU: 54.7
domain-adaptation-on-synthia-to-cityscapesMIC + BLDA#4mIoU: 69.1
domain-adaptation-on-synthia-to-cityscapesHRDA + BLDA#6mIoU: 67.9
domain-adaptation-on-synthia-to-cityscapesDAFormer + BLDA#12mIoU: 64.0