TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Semantic Segmentation	CamVid	HRNetV2 (HRNetV2-W48)	Mean IoU	78.47%	# 2
Semantic Segmentation	Cityscapes val	HRNetV2 (HRNetV2-W48)	mIoU	81.1%	# 2
Semantic Segmentation	Cityscapes val	HRNetV2 (HRNetV2-W40)	mIoU	80.2%	# 5
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	box AP	39.2	# 39
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	APS	23.7	# 21
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	APM	41.7	# 29
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	APL	51.0	# 26
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	box AP	41.8	# 27
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	AP50	62.8	# 7
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	AP75	45.9	# 12
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	APS	25.0	# 17
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	APM	44.7	# 19
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	APL	54.6	# 18
Object Detection	COCO minival	HTC (HRNetV2p-W18)	box AP	43.1	# 20
Object Detection	COCO minival	HTC (HRNetV2p-W18)	APS	26.6	# 12
Object Detection	COCO minival	HTC (HRNetV2p-W18)	APM	46	# 16
Object Detection	COCO minival	HTC (HRNetV2p-W18)	APL	56.9	# 14
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	box AP	42.3	# 23
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	APS	25.0	# 17
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	APM	45.4	# 18
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	APL	54.9	# 17
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	box AP	44.5	# 16
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	APS	26.1	# 14
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	APM	47.9	# 11
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	APL	58.5	# 8
Object Detection	COCO minival	HTC (HRNetV2p-W32)	box AP	45.3	# 10
Object Detection	COCO minival	HTC (HRNetV2p-W32)	APS	27	# 10
Object Detection	COCO minival	HTC (HRNetV2p-W32)	APM	48.4	# 8
Object Detection	COCO minival	HTC (HRNetV2p-W32)	APL	59.5	# 4
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	box AP	46.0	# 8
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	APS	27.5	# 9
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	APM	48.9	# 7
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	APL	60.1	# 3
Object Detection	COCO minival	HTC (HRNetV2p-W48)	box AP	47.0	# 5
Object Detection	COCO minival	HTC (HRNetV2p-W48)	APS	28.8	# 5
Object Detection	COCO minival	HTC (HRNetV2p-W48)	APM	50.3	# 5
Object Detection	COCO minival	HTC (HRNetV2p-W48)	APL	62.2	# 1
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	box AP	44.6	# 15
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	AP50	62.7	# 8
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	AP75	48.7	# 7
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	APS	26.3	# 13
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	APM	48.1	# 10
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	APL	58.5	# 8
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	box AP	41.3	# 31
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	AP50	59.2	# 23
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	AP75	44.9	# 14
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	APS	23.7	# 21
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	APM	44.2	# 21
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	APL	54.1	# 19
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	box AP	40.9	# 33
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	AP50	61.8	# 12
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	AP75	44.8	# 15
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	APS	24.4	# 19
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	APM	43.7	# 24
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	APL	53.3	# 20
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	box AP	38.0	# 45
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	AP50	58.9	# 24
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	AP75	41.5	# 26
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	APS	22.6	# 25
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	APM	40.8	# 31
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	APL	49.6	# 29
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	box AP	43.5	# 29
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	AP50	62.1	# 35
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	AP75	46.5	# 27
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	APS	22.2	# 45
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	APM	46.5	# 25
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	APL	57.8	# 13
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	box AP	42.4	# 37
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	AP50	63.6	# 25
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	AP75	46.4	# 28
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	APS	24.9	# 31
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	APM	44.6	# 34
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	APL	53.0	# 36
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	box AP	46.1	# 17
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	AP50	64.0	# 23
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	AP75	50.3	# 16
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	APS	27.1	# 19
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	APM	48.6	# 16
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	APL	58.3	# 11
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	box AP	44.8	# 21
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	AP50	63.1	# 28
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	AP75	48.6	# 20
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	APS	26.0	# 24
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	APM	47.3	# 20
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	APL	56.3	# 19
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	box AP	44.7	# 22
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	AP50	62.5	# 32
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	AP75	48.6	# 20
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	APS	25.8	# 25
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	APM	47.1	# 22
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	APL	56.3	# 19
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	box AP	40.5	# 47
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	AP50	59.3	# 47
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	AP75	43.3	# 45
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	APS	23.4	# 40
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	APM	42.6	# 43
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	APL	51.0	# 47
Semantic Segmentation	PASCAL Context	CFNet (ResNet-101)	mIoU	54.0	# 4

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	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/190807919/semantic-segmentation-on-camvid)](https://paperswithcode.com/sota/semantic-segmentation-on-camvid?p=190807919)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/190807919/semantic-segmentation-on-cityscapes-val)](https://paperswithcode.com/sota/semantic-segmentation-on-cityscapes-val?p=190807919)`
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Deep High-Resolution Representation Learning for Visual Recognition

20 Aug 2019 • Jingdong Wang • Ke Sun • Tianheng Cheng • Borui Jiang • Chaorui Deng • Yang Zhao • Dong Liu • Yadong Mu • Mingkui Tan • Xinggang Wang • Wenyu Liu • Bin Xiao

High-resolution representations are essential for position-sensitive vision problems, such as human pose estimation, semantic segmentation, and object detection. Existing state-of-the-art frameworks first encode the input image as a low-resolution representation through a subnetwork that is formed by connecting high-to-low resolution convolutions \emph{in series} (e.g., ResNet, VGGNet), and then recover the high-resolution representation from the encoded low-resolution representation... (read more)

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Code

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leoxiaobin/deep-high-resolution-net.pytorch

2,347

HRNet/HRNet-Semantic-Segmentation

926

HRNet/HRNet-Object-Detection

432

HRNet/HRNet-Image-Classification

422

HRNet/HRNet-Facial-Landmark-Detection

379

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Tasks

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INSTANCE SEGMENTATION

OBJECT DETECTION

POSE ESTIMATION

REPRESENTATION LEARNING

SEMANTIC SEGMENTATION

Evaluation Results from the Paper

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#2 best model for Semantic Segmentation on Cityscapes val

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	COMPARE
Semantic Segmentation	CamVid	HRNetV2 (HRNetV2-W48)	Mean IoU	78.47%	# 2	See all
Semantic Segmentation	Cityscapes val	HRNetV2 (HRNetV2-W48)	mIoU	81.1%	# 2	See all
Semantic Segmentation	Cityscapes val	HRNetV2 (HRNetV2-W40)	mIoU	80.2%	# 5	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	box AP	39.2	# 39	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	APS	23.7	# 21	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	APM	41.7	# 29	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W18)	APL	51.0	# 26	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	box AP	41.8	# 27	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	AP50	62.8	# 7	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	AP75	45.9	# 12	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	APS	25.0	# 17	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	APM	44.7	# 19	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W48)	APL	54.6	# 18	See all
Object Detection	COCO minival	HTC (HRNetV2p-W18)	box AP	43.1	# 20	See all
Object Detection	COCO minival	HTC (HRNetV2p-W18)	APS	26.6	# 12	See all
Object Detection	COCO minival	HTC (HRNetV2p-W18)	APM	46	# 16	See all
Object Detection	COCO minival	HTC (HRNetV2p-W18)	APL	56.9	# 14	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	box AP	42.3	# 23	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	APS	25.0	# 17	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	APM	45.4	# 18	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32)	APL	54.9	# 17	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	box AP	44.5	# 16	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	APS	26.1	# 14	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	APM	47.9	# 11	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W32, cascade)	APL	58.5	# 8	See all
Object Detection	COCO minival	HTC (HRNetV2p-W32)	box AP	45.3	# 10	See all
Object Detection	COCO minival	HTC (HRNetV2p-W32)	APS	27	# 10	See all
Object Detection	COCO minival	HTC (HRNetV2p-W32)	APM	48.4	# 8	See all
Object Detection	COCO minival	HTC (HRNetV2p-W32)	APL	59.5	# 4	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	box AP	46.0	# 8	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	APS	27.5	# 9	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	APM	48.9	# 7	See all
Object Detection	COCO minival	Mask R-CNN (HRNetV2p-W48, cascade)	APL	60.1	# 3	See all
Object Detection	COCO minival	HTC (HRNetV2p-W48)	box AP	47.0	# 5	See all
Object Detection	COCO minival	HTC (HRNetV2p-W48)	APS	28.8	# 5	See all
Object Detection	COCO minival	HTC (HRNetV2p-W48)	APM	50.3	# 5	See all
Object Detection	COCO minival	HTC (HRNetV2p-W48)	APL	62.2	# 1	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	box AP	44.6	# 15	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	AP50	62.7	# 8	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	AP75	48.7	# 7	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	APS	26.3	# 13	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	APM	48.1	# 10	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W48)	APL	58.5	# 8	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	box AP	41.3	# 31	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	AP50	59.2	# 23	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	AP75	44.9	# 14	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	APS	23.7	# 21	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	APM	44.2	# 21	See all
Object Detection	COCO minival	Cascade R-CNN (HRNetV2p-W18)	APL	54.1	# 19	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	box AP	40.9	# 33	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	AP50	61.8	# 12	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	AP75	44.8	# 15	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	APS	24.4	# 19	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	APM	43.7	# 24	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W32)	APL	53.3	# 20	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	box AP	38.0	# 45	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	AP50	58.9	# 24	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	AP75	41.5	# 26	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	APS	22.6	# 25	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	APM	40.8	# 31	See all
Object Detection	COCO minival	Faster R-CNN (HRNetV2p-W18)	APL	49.6	# 29	See all
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	box AP	43.5	# 29	See all
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	AP50	62.1	# 35	See all
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	AP75	46.5	# 27	See all
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	APS	22.2	# 45	See all
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	APM	46.5	# 25	See all
Object Detection	COCO test-dev	CenterNet (HRNetV2-W48)	APL	57.8	# 13	See all
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	box AP	42.4	# 37	See all
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	AP50	63.6	# 25	See all
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	AP75	46.4	# 28	See all
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	APS	24.9	# 31	See all
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	APM	44.6	# 34	See all
Object Detection	COCO test-dev	Faster R-CNN (HRNetV2p-W48)	APL	53.0	# 36	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	box AP	46.1	# 17	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	AP50	64.0	# 23	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	AP75	50.3	# 16	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	APS	27.1	# 19	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	APM	48.6	# 16	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W48 + cascade)	APL	58.3	# 11	See all
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	box AP	44.8	# 21	See all
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	AP50	63.1	# 28	See all
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	AP75	48.6	# 20	See all
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	APS	26.0	# 24	See all
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	APM	47.3	# 20	See all
Object Detection	COCO test-dev	Cascade R-CNN (HRNetV2p-W48)	APL	56.3	# 19	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	box AP	44.7	# 22	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	AP50	62.5	# 32	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	AP75	48.6	# 20	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	APS	25.8	# 25	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	APM	47.1	# 22	See all
Object Detection	COCO test-dev	Mask R-CNN (HRNetV2p-W32 + cascade)	APL	56.3	# 19	See all
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	box AP	40.5	# 47	See all
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	AP50	59.3	# 47	See all
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	AP75	43.3	# 45	See all
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	APS	23.4	# 40	See all
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	APM	42.6	# 43	See all
Object Detection	COCO test-dev	FCOS (HRNetV2p-W48)	APL	51.0	# 47	See all
Semantic Segmentation	PASCAL Context	CFNet (ResNet-101)	mIoU	54.0	# 4	See all

Deep High-Resolution Representation Learning for Visual Recognition

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