Pyramid Scene Parsing Network

Hengshuang Zhao, Jianping Shi, Xiaojuan Qi, Xiaogang Wang, Jiaya Jia

2016-12-04CVPR 2017 7Scene Parsing Thermal Image Segmentation Dichotomous Image Segmentation Image Classification Real-Time Semantic Segmentation Lesion Segmentation Semantic Segmentation Video Semantic Segmentation

Abstract

Scene parsing is challenging for unrestricted open vocabulary and diverse scenes. In this paper, we exploit the capability of global context information by different-region-based context aggregation through our pyramid pooling module together with the proposed pyramid scene parsing network (PSPNet). Our global prior representation is effective to produce good quality results on the scene parsing task, while PSPNet provides a superior framework for pixel-level prediction tasks. The proposed approach achieves state-of-the-art performance on various datasets. It came first in ImageNet scene parsing challenge 2016, PASCAL VOC 2012 benchmark and Cityscapes benchmark. A single PSPNet yields new record of mIoU accuracy 85.4% on PASCAL VOC 2012 and accuracy 80.2% on Cityscapes.

Results

Task	Dataset	Metric	Value	Model
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	Dice	0.3571	PSPNet
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	IoU	0.254	PSPNet
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	Precision	0.4769	PSPNet
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	Recall	0.3335	PSPNet
Scene Parsing	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
Scene Parsing	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
Scene Parsing	CamVid	Mean IoU	76	PSPNet-50
Semantic Segmentation	US3D	mIoU	73.12	PSNet
Semantic Segmentation	Fine-Grained Grass Segmentation Dataset	mIoU	47.95	PSPNet
Semantic Segmentation	Cityscapes val	mIoU	79.7	PSPNet (Dilated-ResNet-101)
Semantic Segmentation	BDD100K val	mIoU	62.3	PSPNet
Semantic Segmentation	SELMA	mIoU	68.4	PSPNet
Semantic Segmentation	Potsdam	mIoU	82.98	PSPNet
Semantic Segmentation	PASCAL Context	mIoU	47.8	PSPNet (ResNet-101)
Semantic Segmentation	UrbanLF	mIoU (Real)	76.34	PSPNet
Semantic Segmentation	UrbanLF	mIoU (Syn)	75.78	PSPNet
Semantic Segmentation	Vaihingen	mIoU	76.79	PSPNet
Semantic Segmentation	Trans10K	GFLOPs	187.03	PSPNet
Semantic Segmentation	DADA-seg	mIoU	20.1	PSPNet (ResNet-101)
Semantic Segmentation	ADE20K	Test Score	55.38	PSPNet
Semantic Segmentation	ADE20K	Validation mIoU	44.94	PSPNet
Semantic Segmentation	ADE20K	Validation mIoU	43.51	PSPNet (ResNet-152)
Semantic Segmentation	ADE20K	Validation mIoU	43.29	PSPNet (ResNet-101)
Semantic Segmentation	MFN Dataset	mIOU	46.1	PSPNet
Semantic Segmentation	CamVid	Frame (fps)	5.4	PSPNet
Semantic Segmentation	CamVid	Time (ms)	185	PSPNet
Semantic Segmentation	NYU Depth v2	Speed(ms/f)	72	PSPNet101
Semantic Segmentation	NYU Depth v2	mIoU	43.2	PSPNet101
Semantic Segmentation	NYU Depth v2	Speed(ms/f)	47	PSPNet50
Semantic Segmentation	NYU Depth v2	mIoU	41.8	PSPNet50
Semantic Segmentation	NYU Depth v2	Speed(ms/f)	19	PSPNet18
Semantic Segmentation	NYU Depth v2	mIoU	35.9	PSPNet18
Object Detection	DIS-TE4	E-measure	0.815	PSPNet
Object Detection	DIS-TE4	HCE	3806	PSPNet
Object Detection	DIS-TE4	MAE	0.107	PSPNet
Object Detection	DIS-TE4	S-Measure	0.758	PSPNet
Object Detection	DIS-TE4	max F-Measure	0.725	PSPNet
Object Detection	DIS-TE4	weighted F-measure	0.63	PSPNet
Object Detection	DIS-VD	E-measure	0.802	PSPNet
Object Detection	DIS-VD	HCE	1588	PSPNet
Object Detection	DIS-VD	MAE	0.102	PSPNet
Object Detection	DIS-VD	S-Measure	0.744	PSPNet
Object Detection	DIS-VD	max F-Measure	0.691	PSPNet
Object Detection	DIS-VD	weighted F-measure	0.603	PSPNet
Object Detection	DIS-TE2	E-measure	0.828	PSPNet
Object Detection	DIS-TE2	HCE	586	PSPNet
Object Detection	DIS-TE2	MAE	0.092	PSPNet
Object Detection	DIS-TE2	S-Measure	0.763	PSPNet
Object Detection	DIS-TE2	max F-Measure	0.724	PSPNet
Object Detection	DIS-TE2	weighted F-measure	0.636	PSPNet
Object Detection	DIS-TE1	E-measure	0.791	PSPNet
Object Detection	DIS-TE1	HCE	267	PSPNet
Object Detection	DIS-TE1	MAE	0.089	PSPNet
Object Detection	DIS-TE1	S-Measure	0.725	PSPNet
Object Detection	DIS-TE1	max F-Measure	0.645	PSPNet
Object Detection	DIS-TE1	weighted F-measure	0.557	PSPNet
Object Detection	DIS-TE3	E-measure	0.843	PSPNet
Object Detection	DIS-TE3	HCE	1111	PSPNet
Object Detection	DIS-TE3	MAE	0.092	PSPNet
Object Detection	DIS-TE3	S-Measure	0.774	PSPNet
Object Detection	DIS-TE3	max F-Measure	0.747	PSPNet
Object Detection	DIS-TE3	weighted F-measure	0.657	PSPNet
3D	DIS-TE4	E-measure	0.815	PSPNet
3D	DIS-TE4	HCE	3806	PSPNet
3D	DIS-TE4	MAE	0.107	PSPNet
3D	DIS-TE4	S-Measure	0.758	PSPNet
3D	DIS-TE4	max F-Measure	0.725	PSPNet
3D	DIS-TE4	weighted F-measure	0.63	PSPNet
3D	DIS-VD	E-measure	0.802	PSPNet
3D	DIS-VD	HCE	1588	PSPNet
3D	DIS-VD	MAE	0.102	PSPNet
3D	DIS-VD	S-Measure	0.744	PSPNet
3D	DIS-VD	max F-Measure	0.691	PSPNet
3D	DIS-VD	weighted F-measure	0.603	PSPNet
3D	DIS-TE2	E-measure	0.828	PSPNet
3D	DIS-TE2	HCE	586	PSPNet
3D	DIS-TE2	MAE	0.092	PSPNet
3D	DIS-TE2	S-Measure	0.763	PSPNet
3D	DIS-TE2	max F-Measure	0.724	PSPNet
3D	DIS-TE2	weighted F-measure	0.636	PSPNet
3D	DIS-TE1	E-measure	0.791	PSPNet
3D	DIS-TE1	HCE	267	PSPNet
3D	DIS-TE1	MAE	0.089	PSPNet
3D	DIS-TE1	S-Measure	0.725	PSPNet
3D	DIS-TE1	max F-Measure	0.645	PSPNet
3D	DIS-TE1	weighted F-measure	0.557	PSPNet
3D	DIS-TE3	E-measure	0.843	PSPNet
3D	DIS-TE3	HCE	1111	PSPNet
3D	DIS-TE3	MAE	0.092	PSPNet
3D	DIS-TE3	S-Measure	0.774	PSPNet
3D	DIS-TE3	max F-Measure	0.747	PSPNet
3D	DIS-TE3	weighted F-measure	0.657	PSPNet
Video Semantic Segmentation	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
Video Semantic Segmentation	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
Video Semantic Segmentation	CamVid	Mean IoU	76	PSPNet-50
Scene Understanding	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
Scene Understanding	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
Scene Understanding	CamVid	Mean IoU	76	PSPNet-50
RGB Salient Object Detection	DIS-TE4	E-measure	0.815	PSPNet
RGB Salient Object Detection	DIS-TE4	HCE	3806	PSPNet
RGB Salient Object Detection	DIS-TE4	MAE	0.107	PSPNet
RGB Salient Object Detection	DIS-TE4	S-Measure	0.758	PSPNet
RGB Salient Object Detection	DIS-TE4	max F-Measure	0.725	PSPNet
RGB Salient Object Detection	DIS-TE4	weighted F-measure	0.63	PSPNet
RGB Salient Object Detection	DIS-VD	E-measure	0.802	PSPNet
RGB Salient Object Detection	DIS-VD	HCE	1588	PSPNet
RGB Salient Object Detection	DIS-VD	MAE	0.102	PSPNet
RGB Salient Object Detection	DIS-VD	S-Measure	0.744	PSPNet
RGB Salient Object Detection	DIS-VD	max F-Measure	0.691	PSPNet
RGB Salient Object Detection	DIS-VD	weighted F-measure	0.603	PSPNet
RGB Salient Object Detection	DIS-TE2	E-measure	0.828	PSPNet
RGB Salient Object Detection	DIS-TE2	HCE	586	PSPNet
RGB Salient Object Detection	DIS-TE2	MAE	0.092	PSPNet
RGB Salient Object Detection	DIS-TE2	S-Measure	0.763	PSPNet
RGB Salient Object Detection	DIS-TE2	max F-Measure	0.724	PSPNet
RGB Salient Object Detection	DIS-TE2	weighted F-measure	0.636	PSPNet
RGB Salient Object Detection	DIS-TE1	E-measure	0.791	PSPNet
RGB Salient Object Detection	DIS-TE1	HCE	267	PSPNet
RGB Salient Object Detection	DIS-TE1	MAE	0.089	PSPNet
RGB Salient Object Detection	DIS-TE1	S-Measure	0.725	PSPNet
RGB Salient Object Detection	DIS-TE1	max F-Measure	0.645	PSPNet
RGB Salient Object Detection	DIS-TE1	weighted F-measure	0.557	PSPNet
RGB Salient Object Detection	DIS-TE3	E-measure	0.843	PSPNet
RGB Salient Object Detection	DIS-TE3	HCE	1111	PSPNet
RGB Salient Object Detection	DIS-TE3	MAE	0.092	PSPNet
RGB Salient Object Detection	DIS-TE3	S-Measure	0.774	PSPNet
RGB Salient Object Detection	DIS-TE3	max F-Measure	0.747	PSPNet
RGB Salient Object Detection	DIS-TE3	weighted F-measure	0.657	PSPNet
2D Semantic Segmentation	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
2D Semantic Segmentation	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
2D Semantic Segmentation	CamVid	Mean IoU	76	PSPNet-50
2D Classification	DIS-TE4	E-measure	0.815	PSPNet
2D Classification	DIS-TE4	HCE	3806	PSPNet
2D Classification	DIS-TE4	MAE	0.107	PSPNet
2D Classification	DIS-TE4	S-Measure	0.758	PSPNet
2D Classification	DIS-TE4	max F-Measure	0.725	PSPNet
2D Classification	DIS-TE4	weighted F-measure	0.63	PSPNet
2D Classification	DIS-VD	E-measure	0.802	PSPNet
2D Classification	DIS-VD	HCE	1588	PSPNet
2D Classification	DIS-VD	MAE	0.102	PSPNet
2D Classification	DIS-VD	S-Measure	0.744	PSPNet
2D Classification	DIS-VD	max F-Measure	0.691	PSPNet
2D Classification	DIS-VD	weighted F-measure	0.603	PSPNet
2D Classification	DIS-TE2	E-measure	0.828	PSPNet
2D Classification	DIS-TE2	HCE	586	PSPNet
2D Classification	DIS-TE2	MAE	0.092	PSPNet
2D Classification	DIS-TE2	S-Measure	0.763	PSPNet
2D Classification	DIS-TE2	max F-Measure	0.724	PSPNet
2D Classification	DIS-TE2	weighted F-measure	0.636	PSPNet
2D Classification	DIS-TE1	E-measure	0.791	PSPNet
2D Classification	DIS-TE1	HCE	267	PSPNet
2D Classification	DIS-TE1	MAE	0.089	PSPNet
2D Classification	DIS-TE1	S-Measure	0.725	PSPNet
2D Classification	DIS-TE1	max F-Measure	0.645	PSPNet
2D Classification	DIS-TE1	weighted F-measure	0.557	PSPNet
2D Classification	DIS-TE3	E-measure	0.843	PSPNet
2D Classification	DIS-TE3	HCE	1111	PSPNet
2D Classification	DIS-TE3	MAE	0.092	PSPNet
2D Classification	DIS-TE3	S-Measure	0.774	PSPNet
2D Classification	DIS-TE3	max F-Measure	0.747	PSPNet
2D Classification	DIS-TE3	weighted F-measure	0.657	PSPNet
Scene Segmentation	MFN Dataset	mIOU	46.1	PSPNet
2D Object Detection	DIS-TE4	E-measure	0.815	PSPNet
2D Object Detection	DIS-TE4	HCE	3806	PSPNet
2D Object Detection	DIS-TE4	MAE	0.107	PSPNet
2D Object Detection	DIS-TE4	S-Measure	0.758	PSPNet
2D Object Detection	DIS-TE4	max F-Measure	0.725	PSPNet
2D Object Detection	DIS-TE4	weighted F-measure	0.63	PSPNet
2D Object Detection	DIS-VD	E-measure	0.802	PSPNet
2D Object Detection	DIS-VD	HCE	1588	PSPNet
2D Object Detection	DIS-VD	MAE	0.102	PSPNet
2D Object Detection	DIS-VD	S-Measure	0.744	PSPNet
2D Object Detection	DIS-VD	max F-Measure	0.691	PSPNet
2D Object Detection	DIS-VD	weighted F-measure	0.603	PSPNet
2D Object Detection	DIS-TE2	E-measure	0.828	PSPNet
2D Object Detection	DIS-TE2	HCE	586	PSPNet
2D Object Detection	DIS-TE2	MAE	0.092	PSPNet
2D Object Detection	DIS-TE2	S-Measure	0.763	PSPNet
2D Object Detection	DIS-TE2	max F-Measure	0.724	PSPNet
2D Object Detection	DIS-TE2	weighted F-measure	0.636	PSPNet
2D Object Detection	DIS-TE1	E-measure	0.791	PSPNet
2D Object Detection	DIS-TE1	HCE	267	PSPNet
2D Object Detection	DIS-TE1	MAE	0.089	PSPNet
2D Object Detection	DIS-TE1	S-Measure	0.725	PSPNet
2D Object Detection	DIS-TE1	max F-Measure	0.645	PSPNet
2D Object Detection	DIS-TE1	weighted F-measure	0.557	PSPNet
2D Object Detection	DIS-TE3	E-measure	0.843	PSPNet
2D Object Detection	DIS-TE3	HCE	1111	PSPNet
2D Object Detection	DIS-TE3	MAE	0.092	PSPNet
2D Object Detection	DIS-TE3	S-Measure	0.774	PSPNet
2D Object Detection	DIS-TE3	max F-Measure	0.747	PSPNet
2D Object Detection	DIS-TE3	weighted F-measure	0.657	PSPNet
2D Object Detection	MFN Dataset	mIOU	46.1	PSPNet
10-shot image generation	US3D	mIoU	73.12	PSNet
10-shot image generation	Fine-Grained Grass Segmentation Dataset	mIoU	47.95	PSPNet
10-shot image generation	Cityscapes val	mIoU	79.7	PSPNet (Dilated-ResNet-101)
10-shot image generation	BDD100K val	mIoU	62.3	PSPNet
10-shot image generation	SELMA	mIoU	68.4	PSPNet
10-shot image generation	Potsdam	mIoU	82.98	PSPNet
10-shot image generation	PASCAL Context	mIoU	47.8	PSPNet (ResNet-101)
10-shot image generation	UrbanLF	mIoU (Real)	76.34	PSPNet
10-shot image generation	UrbanLF	mIoU (Syn)	75.78	PSPNet
10-shot image generation	Vaihingen	mIoU	76.79	PSPNet
10-shot image generation	Trans10K	GFLOPs	187.03	PSPNet
10-shot image generation	DADA-seg	mIoU	20.1	PSPNet (ResNet-101)
10-shot image generation	ADE20K	Test Score	55.38	PSPNet
10-shot image generation	ADE20K	Validation mIoU	44.94	PSPNet
10-shot image generation	ADE20K	Validation mIoU	43.51	PSPNet (ResNet-152)
10-shot image generation	ADE20K	Validation mIoU	43.29	PSPNet (ResNet-101)
10-shot image generation	MFN Dataset	mIOU	46.1	PSPNet
10-shot image generation	CamVid	Frame (fps)	5.4	PSPNet
10-shot image generation	CamVid	Time (ms)	185	PSPNet
10-shot image generation	NYU Depth v2	Speed(ms/f)	72	PSPNet101
10-shot image generation	NYU Depth v2	mIoU	43.2	PSPNet101
10-shot image generation	NYU Depth v2	Speed(ms/f)	47	PSPNet50
10-shot image generation	NYU Depth v2	mIoU	41.8	PSPNet50
10-shot image generation	NYU Depth v2	Speed(ms/f)	19	PSPNet18
10-shot image generation	NYU Depth v2	mIoU	35.9	PSPNet18
16k	DIS-TE4	E-measure	0.815	PSPNet
16k	DIS-TE4	HCE	3806	PSPNet
16k	DIS-TE4	MAE	0.107	PSPNet
16k	DIS-TE4	S-Measure	0.758	PSPNet
16k	DIS-TE4	max F-Measure	0.725	PSPNet
16k	DIS-TE4	weighted F-measure	0.63	PSPNet
16k	DIS-VD	E-measure	0.802	PSPNet
16k	DIS-VD	HCE	1588	PSPNet
16k	DIS-VD	MAE	0.102	PSPNet
16k	DIS-VD	S-Measure	0.744	PSPNet
16k	DIS-VD	max F-Measure	0.691	PSPNet
16k	DIS-VD	weighted F-measure	0.603	PSPNet
16k	DIS-TE2	E-measure	0.828	PSPNet
16k	DIS-TE2	HCE	586	PSPNet
16k	DIS-TE2	MAE	0.092	PSPNet
16k	DIS-TE2	S-Measure	0.763	PSPNet
16k	DIS-TE2	max F-Measure	0.724	PSPNet
16k	DIS-TE2	weighted F-measure	0.636	PSPNet
16k	DIS-TE1	E-measure	0.791	PSPNet
16k	DIS-TE1	HCE	267	PSPNet
16k	DIS-TE1	MAE	0.089	PSPNet
16k	DIS-TE1	S-Measure	0.725	PSPNet
16k	DIS-TE1	max F-Measure	0.645	PSPNet
16k	DIS-TE1	weighted F-measure	0.557	PSPNet
16k	DIS-TE3	E-measure	0.843	PSPNet
16k	DIS-TE3	HCE	1111	PSPNet
16k	DIS-TE3	MAE	0.092	PSPNet
16k	DIS-TE3	S-Measure	0.774	PSPNet
16k	DIS-TE3	max F-Measure	0.747	PSPNet
16k	DIS-TE3	weighted F-measure	0.657	PSPNet

Abstract

Results

Task	Dataset	Metric	Value	Model
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	Dice	0.3571	PSPNet
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	IoU	0.254	PSPNet
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	Precision	0.4769	PSPNet
Medical Image Segmentation	Anatomical Tracings of Lesions After Stroke (ATLAS)	Recall	0.3335	PSPNet
Scene Parsing	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
Scene Parsing	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
Scene Parsing	CamVid	Mean IoU	76	PSPNet-50
Semantic Segmentation	US3D	mIoU	73.12	PSNet
Semantic Segmentation	Fine-Grained Grass Segmentation Dataset	mIoU	47.95	PSPNet
Semantic Segmentation	Cityscapes val	mIoU	79.7	PSPNet (Dilated-ResNet-101)
Semantic Segmentation	BDD100K val	mIoU	62.3	PSPNet
Semantic Segmentation	SELMA	mIoU	68.4	PSPNet
Semantic Segmentation	Potsdam	mIoU	82.98	PSPNet
Semantic Segmentation	PASCAL Context	mIoU	47.8	PSPNet (ResNet-101)
Semantic Segmentation	UrbanLF	mIoU (Real)	76.34	PSPNet
Semantic Segmentation	UrbanLF	mIoU (Syn)	75.78	PSPNet
Semantic Segmentation	Vaihingen	mIoU	76.79	PSPNet
Semantic Segmentation	Trans10K	GFLOPs	187.03	PSPNet
Semantic Segmentation	DADA-seg	mIoU	20.1	PSPNet (ResNet-101)
Semantic Segmentation	ADE20K	Test Score	55.38	PSPNet
Semantic Segmentation	ADE20K	Validation mIoU	44.94	PSPNet
Semantic Segmentation	ADE20K	Validation mIoU	43.51	PSPNet (ResNet-152)
Semantic Segmentation	ADE20K	Validation mIoU	43.29	PSPNet (ResNet-101)
Semantic Segmentation	MFN Dataset	mIOU	46.1	PSPNet
Semantic Segmentation	CamVid	Frame (fps)	5.4	PSPNet
Semantic Segmentation	CamVid	Time (ms)	185	PSPNet
Semantic Segmentation	NYU Depth v2	Speed(ms/f)	72	PSPNet101
Semantic Segmentation	NYU Depth v2	mIoU	43.2	PSPNet101
Semantic Segmentation	NYU Depth v2	Speed(ms/f)	47	PSPNet50
Semantic Segmentation	NYU Depth v2	mIoU	41.8	PSPNet50
Semantic Segmentation	NYU Depth v2	Speed(ms/f)	19	PSPNet18
Semantic Segmentation	NYU Depth v2	mIoU	35.9	PSPNet18
Object Detection	DIS-TE4	E-measure	0.815	PSPNet
Object Detection	DIS-TE4	HCE	3806	PSPNet
Object Detection	DIS-TE4	MAE	0.107	PSPNet
Object Detection	DIS-TE4	S-Measure	0.758	PSPNet
Object Detection	DIS-TE4	max F-Measure	0.725	PSPNet
Object Detection	DIS-TE4	weighted F-measure	0.63	PSPNet
Object Detection	DIS-VD	E-measure	0.802	PSPNet
Object Detection	DIS-VD	HCE	1588	PSPNet
Object Detection	DIS-VD	MAE	0.102	PSPNet
Object Detection	DIS-VD	S-Measure	0.744	PSPNet
Object Detection	DIS-VD	max F-Measure	0.691	PSPNet
Object Detection	DIS-VD	weighted F-measure	0.603	PSPNet
Object Detection	DIS-TE2	E-measure	0.828	PSPNet
Object Detection	DIS-TE2	HCE	586	PSPNet
Object Detection	DIS-TE2	MAE	0.092	PSPNet
Object Detection	DIS-TE2	S-Measure	0.763	PSPNet
Object Detection	DIS-TE2	max F-Measure	0.724	PSPNet
Object Detection	DIS-TE2	weighted F-measure	0.636	PSPNet
Object Detection	DIS-TE1	E-measure	0.791	PSPNet
Object Detection	DIS-TE1	HCE	267	PSPNet
Object Detection	DIS-TE1	MAE	0.089	PSPNet
Object Detection	DIS-TE1	S-Measure	0.725	PSPNet
Object Detection	DIS-TE1	max F-Measure	0.645	PSPNet
Object Detection	DIS-TE1	weighted F-measure	0.557	PSPNet
Object Detection	DIS-TE3	E-measure	0.843	PSPNet
Object Detection	DIS-TE3	HCE	1111	PSPNet
Object Detection	DIS-TE3	MAE	0.092	PSPNet
Object Detection	DIS-TE3	S-Measure	0.774	PSPNet
Object Detection	DIS-TE3	max F-Measure	0.747	PSPNet
Object Detection	DIS-TE3	weighted F-measure	0.657	PSPNet
3D	DIS-TE4	E-measure	0.815	PSPNet
3D	DIS-TE4	HCE	3806	PSPNet
3D	DIS-TE4	MAE	0.107	PSPNet
3D	DIS-TE4	S-Measure	0.758	PSPNet
3D	DIS-TE4	max F-Measure	0.725	PSPNet
3D	DIS-TE4	weighted F-measure	0.63	PSPNet
3D	DIS-VD	E-measure	0.802	PSPNet
3D	DIS-VD	HCE	1588	PSPNet
3D	DIS-VD	MAE	0.102	PSPNet
3D	DIS-VD	S-Measure	0.744	PSPNet
3D	DIS-VD	max F-Measure	0.691	PSPNet
3D	DIS-VD	weighted F-measure	0.603	PSPNet
3D	DIS-TE2	E-measure	0.828	PSPNet
3D	DIS-TE2	HCE	586	PSPNet
3D	DIS-TE2	MAE	0.092	PSPNet
3D	DIS-TE2	S-Measure	0.763	PSPNet
3D	DIS-TE2	max F-Measure	0.724	PSPNet
3D	DIS-TE2	weighted F-measure	0.636	PSPNet
3D	DIS-TE1	E-measure	0.791	PSPNet
3D	DIS-TE1	HCE	267	PSPNet
3D	DIS-TE1	MAE	0.089	PSPNet
3D	DIS-TE1	S-Measure	0.725	PSPNet
3D	DIS-TE1	max F-Measure	0.645	PSPNet
3D	DIS-TE1	weighted F-measure	0.557	PSPNet
3D	DIS-TE3	E-measure	0.843	PSPNet
3D	DIS-TE3	HCE	1111	PSPNet
3D	DIS-TE3	MAE	0.092	PSPNet
3D	DIS-TE3	S-Measure	0.774	PSPNet
3D	DIS-TE3	max F-Measure	0.747	PSPNet
3D	DIS-TE3	weighted F-measure	0.657	PSPNet
Video Semantic Segmentation	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
Video Semantic Segmentation	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
Video Semantic Segmentation	CamVid	Mean IoU	76	PSPNet-50
Scene Understanding	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
Scene Understanding	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
Scene Understanding	CamVid	Mean IoU	76	PSPNet-50
RGB Salient Object Detection	DIS-TE4	E-measure	0.815	PSPNet
RGB Salient Object Detection	DIS-TE4	HCE	3806	PSPNet
RGB Salient Object Detection	DIS-TE4	MAE	0.107	PSPNet
RGB Salient Object Detection	DIS-TE4	S-Measure	0.758	PSPNet
RGB Salient Object Detection	DIS-TE4	max F-Measure	0.725	PSPNet
RGB Salient Object Detection	DIS-TE4	weighted F-measure	0.63	PSPNet
RGB Salient Object Detection	DIS-VD	E-measure	0.802	PSPNet
RGB Salient Object Detection	DIS-VD	HCE	1588	PSPNet
RGB Salient Object Detection	DIS-VD	MAE	0.102	PSPNet
RGB Salient Object Detection	DIS-VD	S-Measure	0.744	PSPNet
RGB Salient Object Detection	DIS-VD	max F-Measure	0.691	PSPNet
RGB Salient Object Detection	DIS-VD	weighted F-measure	0.603	PSPNet
RGB Salient Object Detection	DIS-TE2	E-measure	0.828	PSPNet
RGB Salient Object Detection	DIS-TE2	HCE	586	PSPNet
RGB Salient Object Detection	DIS-TE2	MAE	0.092	PSPNet
RGB Salient Object Detection	DIS-TE2	S-Measure	0.763	PSPNet
RGB Salient Object Detection	DIS-TE2	max F-Measure	0.724	PSPNet
RGB Salient Object Detection	DIS-TE2	weighted F-measure	0.636	PSPNet
RGB Salient Object Detection	DIS-TE1	E-measure	0.791	PSPNet
RGB Salient Object Detection	DIS-TE1	HCE	267	PSPNet
RGB Salient Object Detection	DIS-TE1	MAE	0.089	PSPNet
RGB Salient Object Detection	DIS-TE1	S-Measure	0.725	PSPNet
RGB Salient Object Detection	DIS-TE1	max F-Measure	0.645	PSPNet
RGB Salient Object Detection	DIS-TE1	weighted F-measure	0.557	PSPNet
RGB Salient Object Detection	DIS-TE3	E-measure	0.843	PSPNet
RGB Salient Object Detection	DIS-TE3	HCE	1111	PSPNet
RGB Salient Object Detection	DIS-TE3	MAE	0.092	PSPNet
RGB Salient Object Detection	DIS-TE3	S-Measure	0.774	PSPNet
RGB Salient Object Detection	DIS-TE3	max F-Measure	0.747	PSPNet
RGB Salient Object Detection	DIS-TE3	weighted F-measure	0.657	PSPNet
2D Semantic Segmentation	Cityscapes val	mIoU	79.7	PSPNet-101 [20]
2D Semantic Segmentation	Cityscapes val	mIoU	78.1	PSPNet-50 [20]
2D Semantic Segmentation	CamVid	Mean IoU	76	PSPNet-50
2D Classification	DIS-TE4	E-measure	0.815	PSPNet
2D Classification	DIS-TE4	HCE	3806	PSPNet
2D Classification	DIS-TE4	MAE	0.107	PSPNet
2D Classification	DIS-TE4	S-Measure	0.758	PSPNet
2D Classification	DIS-TE4	max F-Measure	0.725	PSPNet
2D Classification	DIS-TE4	weighted F-measure	0.63	PSPNet
2D Classification	DIS-VD	E-measure	0.802	PSPNet
2D Classification	DIS-VD	HCE	1588	PSPNet
2D Classification	DIS-VD	MAE	0.102	PSPNet
2D Classification	DIS-VD	S-Measure	0.744	PSPNet
2D Classification	DIS-VD	max F-Measure	0.691	PSPNet
2D Classification	DIS-VD	weighted F-measure	0.603	PSPNet
2D Classification	DIS-TE2	E-measure	0.828	PSPNet
2D Classification	DIS-TE2	HCE	586	PSPNet
2D Classification	DIS-TE2	MAE	0.092	PSPNet
2D Classification	DIS-TE2	S-Measure	0.763	PSPNet
2D Classification	DIS-TE2	max F-Measure	0.724	PSPNet
2D Classification	DIS-TE2	weighted F-measure	0.636	PSPNet
2D Classification	DIS-TE1	E-measure	0.791	PSPNet
2D Classification	DIS-TE1	HCE	267	PSPNet
2D Classification	DIS-TE1	MAE	0.089	PSPNet
2D Classification	DIS-TE1	S-Measure	0.725	PSPNet
2D Classification	DIS-TE1	max F-Measure	0.645	PSPNet
2D Classification	DIS-TE1	weighted F-measure	0.557	PSPNet
2D Classification	DIS-TE3	E-measure	0.843	PSPNet
2D Classification	DIS-TE3	HCE	1111	PSPNet
2D Classification	DIS-TE3	MAE	0.092	PSPNet
2D Classification	DIS-TE3	S-Measure	0.774	PSPNet
2D Classification	DIS-TE3	max F-Measure	0.747	PSPNet
2D Classification	DIS-TE3	weighted F-measure	0.657	PSPNet
Scene Segmentation	MFN Dataset	mIOU	46.1	PSPNet
2D Object Detection	DIS-TE4	E-measure	0.815	PSPNet
2D Object Detection	DIS-TE4	HCE	3806	PSPNet
2D Object Detection	DIS-TE4	MAE	0.107	PSPNet
2D Object Detection	DIS-TE4	S-Measure	0.758	PSPNet
2D Object Detection	DIS-TE4	max F-Measure	0.725	PSPNet
2D Object Detection	DIS-TE4	weighted F-measure	0.63	PSPNet
2D Object Detection	DIS-VD	E-measure	0.802	PSPNet
2D Object Detection	DIS-VD	HCE	1588	PSPNet
2D Object Detection	DIS-VD	MAE	0.102	PSPNet
2D Object Detection	DIS-VD	S-Measure	0.744	PSPNet
2D Object Detection	DIS-VD	max F-Measure	0.691	PSPNet
2D Object Detection	DIS-VD	weighted F-measure	0.603	PSPNet
2D Object Detection	DIS-TE2	E-measure	0.828	PSPNet
2D Object Detection	DIS-TE2	HCE	586	PSPNet
2D Object Detection	DIS-TE2	MAE	0.092	PSPNet
2D Object Detection	DIS-TE2	S-Measure	0.763	PSPNet
2D Object Detection	DIS-TE2	max F-Measure	0.724	PSPNet
2D Object Detection	DIS-TE2	weighted F-measure	0.636	PSPNet
2D Object Detection	DIS-TE1	E-measure	0.791	PSPNet
2D Object Detection	DIS-TE1	HCE	267	PSPNet
2D Object Detection	DIS-TE1	MAE	0.089	PSPNet
2D Object Detection	DIS-TE1	S-Measure	0.725	PSPNet
2D Object Detection	DIS-TE1	max F-Measure	0.645	PSPNet
2D Object Detection	DIS-TE1	weighted F-measure	0.557	PSPNet
2D Object Detection	DIS-TE3	E-measure	0.843	PSPNet
2D Object Detection	DIS-TE3	HCE	1111	PSPNet
2D Object Detection	DIS-TE3	MAE	0.092	PSPNet
2D Object Detection	DIS-TE3	S-Measure	0.774	PSPNet
2D Object Detection	DIS-TE3	max F-Measure	0.747	PSPNet
2D Object Detection	DIS-TE3	weighted F-measure	0.657	PSPNet
2D Object Detection	MFN Dataset	mIOU	46.1	PSPNet
10-shot image generation	US3D	mIoU	73.12	PSNet
10-shot image generation	Fine-Grained Grass Segmentation Dataset	mIoU	47.95	PSPNet
10-shot image generation	Cityscapes val	mIoU	79.7	PSPNet (Dilated-ResNet-101)
10-shot image generation	BDD100K val	mIoU	62.3	PSPNet
10-shot image generation	SELMA	mIoU	68.4	PSPNet
10-shot image generation	Potsdam	mIoU	82.98	PSPNet
10-shot image generation	PASCAL Context	mIoU	47.8	PSPNet (ResNet-101)
10-shot image generation	UrbanLF	mIoU (Real)	76.34	PSPNet
10-shot image generation	UrbanLF	mIoU (Syn)	75.78	PSPNet
10-shot image generation	Vaihingen	mIoU	76.79	PSPNet
10-shot image generation	Trans10K	GFLOPs	187.03	PSPNet
10-shot image generation	DADA-seg	mIoU	20.1	PSPNet (ResNet-101)
10-shot image generation	ADE20K	Test Score	55.38	PSPNet
10-shot image generation	ADE20K	Validation mIoU	44.94	PSPNet
10-shot image generation	ADE20K	Validation mIoU	43.51	PSPNet (ResNet-152)
10-shot image generation	ADE20K	Validation mIoU	43.29	PSPNet (ResNet-101)
10-shot image generation	MFN Dataset	mIOU	46.1	PSPNet
10-shot image generation	CamVid	Frame (fps)	5.4	PSPNet
10-shot image generation	CamVid	Time (ms)	185	PSPNet
10-shot image generation	NYU Depth v2	Speed(ms/f)	72	PSPNet101
10-shot image generation	NYU Depth v2	mIoU	43.2	PSPNet101
10-shot image generation	NYU Depth v2	Speed(ms/f)	47	PSPNet50
10-shot image generation	NYU Depth v2	mIoU	41.8	PSPNet50
10-shot image generation	NYU Depth v2	Speed(ms/f)	19	PSPNet18
10-shot image generation	NYU Depth v2	mIoU	35.9	PSPNet18
16k	DIS-TE4	E-measure	0.815	PSPNet
16k	DIS-TE4	HCE	3806	PSPNet
16k	DIS-TE4	MAE	0.107	PSPNet
16k	DIS-TE4	S-Measure	0.758	PSPNet
16k	DIS-TE4	max F-Measure	0.725	PSPNet
16k	DIS-TE4	weighted F-measure	0.63	PSPNet
16k	DIS-VD	E-measure	0.802	PSPNet
16k	DIS-VD	HCE	1588	PSPNet
16k	DIS-VD	MAE	0.102	PSPNet
16k	DIS-VD	S-Measure	0.744	PSPNet
16k	DIS-VD	max F-Measure	0.691	PSPNet
16k	DIS-VD	weighted F-measure	0.603	PSPNet
16k	DIS-TE2	E-measure	0.828	PSPNet
16k	DIS-TE2	HCE	586	PSPNet
16k	DIS-TE2	MAE	0.092	PSPNet
16k	DIS-TE2	S-Measure	0.763	PSPNet
16k	DIS-TE2	max F-Measure	0.724	PSPNet
16k	DIS-TE2	weighted F-measure	0.636	PSPNet
16k	DIS-TE1	E-measure	0.791	PSPNet
16k	DIS-TE1	HCE	267	PSPNet
16k	DIS-TE1	MAE	0.089	PSPNet
16k	DIS-TE1	S-Measure	0.725	PSPNet
16k	DIS-TE1	max F-Measure	0.645	PSPNet
16k	DIS-TE1	weighted F-measure	0.557	PSPNet
16k	DIS-TE3	E-measure	0.843	PSPNet
16k	DIS-TE3	HCE	1111	PSPNet
16k	DIS-TE3	MAE	0.092	PSPNet
16k	DIS-TE3	S-Measure	0.774	PSPNet
16k	DIS-TE3	max F-Measure	0.747	PSPNet
16k	DIS-TE3	weighted F-measure	0.657	PSPNet

Pyramid Scene Parsing Network

Abstract

Results

Related Papers

Pyramid Scene Parsing Network

Abstract

Results

Related Papers