Semantic Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 651–675 of 14763 papers

Title	Date	Tasks	Status	Hype
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation	Mar 15, 2022	Few-Shot Semantic SegmentationMeta-Learning	CodeCode Available	2
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding	Mar 15, 2022	Boundary DetectionHuman Parsing	CodeCode Available	2
Embedding Earth: Self-supervised contrastive pre-training for dense land cover classification	Mar 11, 2022	Earth ObservationLand Cover Classification	CodeCode Available	2
UNeXt: MLP-based Rapid Medical Image Segmentation Network	Mar 9, 2022	DecoderImage Segmentation	CodeCode Available	2
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers	Mar 9, 2022	3D Object DetectionAutonomous Vehicles	CodeCode Available	2
A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection	Mar 9, 2022	Co-Salient Object Detectionobject-detection	CodeCode Available	2
E2EC: An End-to-End Contour-based Method for High-Quality High-Speed Instance Segmentation	Mar 8, 2022	GPUInstance Segmentation	CodeCode Available	2
ParC-Net: Position Aware Circular Convolution with Merits from ConvNets and Transformer	Mar 8, 2022	Image Classificationobject-detection	CodeCode Available	2
Cross Language Image Matching for Weakly Supervised Semantic Segmentation	Mar 5, 2022	ObjectSemantic Segmentation	CodeCode Available	2
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers	Mar 5, 2022	Semantic SegmentationWeakly supervised Semantic Segmentation	CodeCode Available	2
SoftGroup for 3D Instance Segmentation on Point Clouds	Mar 3, 2022	3D Instance Segmentation3D Object Detection	CodeCode Available	2
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark	Feb 28, 2022	Image SegmentationInductive Bias	CodeCode Available	2
FreeSOLO: Learning to Segment Objects without Annotations	Feb 24, 2022	Instance Segmentationobject-detection	CodeCode Available	2
GroupViT: Semantic Segmentation Emerges from Text Supervision	Feb 22, 2022	Object DetectionScene Understanding	CodeCode Available	2
Context Autoencoder for Self-Supervised Representation Learning	Feb 7, 2022	DecoderInstance Segmentation	CodeCode Available	2
TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images	Jan 30, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	2
Deep Video Prior for Video Consistency and Propagation	Jan 27, 2022	Optical Flow EstimationSemantic Segmentation	CodeCode Available	2
When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism	Jan 26, 2022	Image ClassificationObject Detection	CodeCode Available	2
UniFormer: Unifying Convolution and Self-attention for Visual Recognition	Jan 24, 2022	Image Classificationobject-detection	CodeCode Available	2
AiTLAS: Artificial Intelligence Toolbox for Earth Observation	Jan 21, 2022	BenchmarkingEarth Observation	CodeCode Available	2
Omnivore: A Single Model for Many Visual Modalities	Jan 20, 2022	Action ClassificationAction Recognition	CodeCode Available	2
Language-driven Semantic Segmentation	Jan 10, 2022	DescriptiveFew-Shot Semantic Segmentation	CodeCode Available	2
QuadTree Attention for Vision Transformers	Jan 8, 2022	object-detectionObject Detection	CodeCode Available	2
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images	Jan 4, 2022	3D Semantic SegmentationBrain Tumor Segmentation	CodeCode Available	2
Vision Transformer with Deformable Attention	Jan 3, 2022	image-classificationImage Classification	CodeCode Available	2

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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