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Semantic Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2721–2730 of 14763 papers

Title	Date	Tasks	Status	Hype
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion	Feb 4, 2022	Computational EfficiencyImage Registration	CodeCode Available	1
Weakly Supervised Nuclei Segmentation via Instance Learning	Feb 3, 2022	Instance SegmentationRepresentation Learning	CodeCode Available	1
Enhancing Organ at Risk Segmentation with Improved Deep Neural Networks	Feb 3, 2022	Image SegmentationSegmentation	CodeCode Available	1
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation	Feb 2, 2022	DecoderImage Segmentation	CodeCode Available	1
Continual Attentive Fusion for Incremental Learning in Semantic Segmentation	Feb 1, 2022	Incremental LearningSemantic Segmentation	CodeCode Available	1
Laplacian2Mesh: Laplacian-Based Mesh Understanding	Feb 1, 2022	Semantic SegmentationSurface Reconstruction	CodeCode Available	1
Improving deep neural network generalization and robustness to background bias via layer-wise relevance propagation optimization	Feb 1, 2022	ClassificationSemantic Segmentation	CodeCode Available	1
An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation	Feb 1, 2022	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	1
Modeling the Background for Incremental and Weakly-Supervised Semantic Segmentation	Jan 31, 2022	SegmentationSemantic Segmentation	CodeCode Available	1
Global-Reasoned Multi-Task Learning Model for Surgical Scene Understanding	Jan 28, 2022	Graph AttentionKnowledge Distillation	CodeCode Available	1

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All datasets ADE20K NYU-Depth V2 Cityscapes test Cityscapes val ADE20K val PASCAL Context S3DIS Area5 PASCAL VOC 2012 test S3DIS ScanNet SUN-RGBD DensePASS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H (M3I Pre-training)	Params (M)	1,310	—	Unverified
2	ViT-P (InternImage-H)	Validation mIoU	63.6	—	Unverified
3	ONE-PEACE	Validation mIoU	63	—	Unverified
4	M3I Pre-training (InternImage-H)	Validation mIoU	62.9	—	Unverified
5	InternImage-H	Validation mIoU	62.9	—	Unverified
6	BEiT-3	Validation mIoU	62.8	—	Unverified
7	EVA	Validation mIoU	62.3	—	Unverified
8	ViT-P (OneFormer, InternImage-H)	Validation mIoU	61.6	—	Unverified
9	ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)	Validation mIoU	61.5	—	Unverified
10	FD-SwinV2-G	Validation mIoU	61.4	—	Unverified