SeMask: Semantically Masked Transformers for Semantic Segmentation

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Benchmark Model Rank Results
semantic-segmentation-on-cityscapes-valSeMask (SeMask Swin-L Mask2Former)#11mIoU: 84.98
semantic-segmentation-on-cityscapes-valSeMask (SeMask Swin-L FPN)#47mIoU: 80.39
semantic-segmentation-on-ade20k-valSeMask (SeMask Swin-L FaPN-Mask2Former)#14mIoU: 58.2
semantic-segmentation-on-ade20k-valSeMask (SeMask Swin-L MSFaPN-Mask2Former)#15mIoU: 58.2
semantic-segmentation-on-ade20k-valSeMask (SeMask Swin-L Mask2Former)#19mIoU: 57.5
semantic-segmentation-on-ade20k-valSeMask (SeMask Swin-L MSFaPN-Mask2Former, single-scale)#22mIoU: 57.0
semantic-segmentation-on-ade20k-valSeMask (SeMask Swin-L MaskFormer)#25mIoU: 56.2
semantic-segmentation-on-ade20k-valSeMask (SeMask Swin-L FPN)#39mIoU: 53.5
semantic-segmentation-on-ade20kSeMask (SeMask Swin-L FaPN-Mask2Former)#24Validation mIoU: 58.2
semantic-segmentation-on-ade20kSeMask (SeMask Swin-L MSFaPN-Mask2Former)#25Validation mIoU: 58.2
semantic-segmentation-on-ade20kSeMask (SeMask Swin-L Mask2Former)#33Validation mIoU: 57.5
semantic-segmentation-on-ade20kSeMask(SeMask Swin-L MSFaPN-Mask2Former, single-scale)#37Validation mIoU: 57.0
semantic-segmentation-on-ade20kSeMask (SeMask Swin-L MaskFormer)#42Validation mIoU: 56.2
semantic-segmentation-on-ade20kSeMask (SeMask Swin-L FPN)#82Validation mIoU: 53.52
semantic-segmentation-on-ade20kSeMask (SeMask Swin-B FPN)#116Validation mIoU: 50.98Params (M): 96
semantic-segmentation-on-ade20kSeMask (SeMask Swin-S FPN)#176Validation mIoU: 47.63Params (M): 56
semantic-segmentation-on-ade20kSeMask (SeMask Swin-T FPN)#225Validation mIoU: 43.16Params (M): 35

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