Semantic Segmentation on Mapillary val

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mIoU

Rank	Model	mIoU	Paper	Code	Year
1	AO-SegNet	76.0	Interactive Learning of Intrinsic and Extrinsic Properties for All-day Semantic Segmentation	BiQiWHU/All-day-CityScapes-segmentation	2023
2	OneFormer (DiNAT-L, multi-scale)	64.9	OneFormer: One Transformer to Rule Universal Image Segmentation	huggingface/transformers · SHI-Labs/OneFormer · yangyucheng000/University · +1	2022
3	Mask2Former (Swin-L, multiscale)	64.7	Masked-attention Mask Transformer for Universal Image Segmentation	huggingface/transformers · open-mmlab/mmdetection · facebookresearch/Mask2Former · +4	2021
4	MaskFormer (ResNet-50)	55.4	Per-Pixel Classification is Not All You Need for Semantic Segmentation	huggingface/transformers · open-mmlab/mmdetection · facebookresearch/MaskFormer	2021
5	NiseNet	48.32	What's There in the Dark	sauradip/night_image_semantic_segmentation	2019
6	MRFP+(Ours) Resnet50	44.93	MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation	airl-iisc/MRFP	2023
7	SegBlocks-RN50 (t=0.4)	39.7	SegBlocks: Block-Based Dynamic Resolution Networks for Real-Time Segmentation	thomasverelst/segblocks-segmentation-pytorch	2020
8	Resnet50	32.93	MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation	airl-iisc/MRFP	2023
9	AO-SegNet	76.0	Interactive Learning of Intrinsic and Extrinsic Properties for All-day Semantic Segmentation	BiQiWHU/All-day-CityScapes-segmentation	2023
10	OneFormer (DiNAT-L, multi-scale)	64.9	OneFormer: One Transformer to Rule Universal Image Segmentation	huggingface/transformers · SHI-Labs/OneFormer · yangyucheng000/University · +1	2022
11	Mask2Former (Swin-L, multiscale)	64.7	Masked-attention Mask Transformer for Universal Image Segmentation	huggingface/transformers · open-mmlab/mmdetection · facebookresearch/Mask2Former · +4	2021
12	MaskFormer (ResNet-50)	55.4	Per-Pixel Classification is Not All You Need for Semantic Segmentation	huggingface/transformers · open-mmlab/mmdetection · facebookresearch/MaskFormer	2021
13	NiseNet	48.32	What's There in the Dark	sauradip/night_image_semantic_segmentation	2019
14	MRFP+(Ours) Resnet50	44.93	MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation	airl-iisc/MRFP	2023
15	SegBlocks-RN50 (t=0.4)	39.7	SegBlocks: Block-Based Dynamic Resolution Networks for Real-Time Segmentation	thomasverelst/segblocks-segmentation-pytorch	2020
16	Resnet50	32.93	MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation	airl-iisc/MRFP	2023