Semantic Segmentation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 551–600 of 14763 papers

Title	Date	Tasks	Status	Hype
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation	Dec 16, 2022	SegmentationSemantic Segmentation	CodeCode Available	2
Deep Incubation: Training Large Models by Divide-and-Conquering	Dec 8, 2022	Image Segmentationobject-detection	CodeCode Available	2
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation	Dec 8, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation	Dec 7, 2022	Semantic Segmentationzero-shot-classification	CodeCode Available	2
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	Dec 2, 2022	Domain Adaptationimage-classification	CodeCode Available	2
PLA: Language-Driven Open-Vocabulary 3D Scene Understanding	Nov 29, 2022	3D Open-Vocabulary Instance SegmentationContrastive Learning	CodeCode Available	2
Semi-Supervised Confidence-Level-based Contrastive Discrimination for Class-Imbalanced Semantic Segmentation	Nov 28, 2022	Contrastive LearningRoad Segmentation	CodeCode Available	2
OpenScene: 3D Scene Understanding with Open Vocabularies	Nov 28, 2022	3D Open-Vocabulary Instance Segmentation3D Semantic Segmentation	CodeCode Available	2
Medical Image Segmentation Review: The success of U-Net	Nov 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion	Nov 26, 2022	object-detectionObject Detection	CodeCode Available	2
Fast-iTPN: Integrally Pre-Trained Transformer Pyramid Network with Token Migration	Nov 23, 2022	object-detectionObject Detection	CodeCode Available	2
MogaNet: Multi-order Gated Aggregation Network	Nov 7, 2022	3D Human Pose EstimationImage Classification	CodeCode Available	2
SimpleClick: Interactive Image Segmentation with Simple Vision Transformers	Oct 20, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	2
Decoupling Features in Hierarchical Propagation for Video Object Segmentation	Oct 18, 2022	ObjectSemantic Segmentation	CodeCode Available	2
Model-Based Imitation Learning for Urban Driving	Oct 14, 2022	3D geometryAutonomous Driving	CodeCode Available	2
SegViT: Semantic Segmentation with Plain Vision Transformers	Oct 12, 2022	SegmentationSemantic Segmentation	CodeCode Available	2
The Equalization Losses: Gradient-Driven Training for Long-tailed Object Recognition	Oct 11, 2022	image-classificationImage Classification	CodeCode Available	2
Point Transformer V2: Grouped Vector Attention and Partition-based Pooling	Oct 11, 2022	3D Point Cloud Classification3D Semantic Segmentation	CodeCode Available	2
What the DAAM: Interpreting Stable Diffusion Using Cross Attention	Oct 10, 2022	DenoisingDescriptive	CodeCode Available	2
Open-Vocabulary Semantic Segmentation with Mask-adapted CLIP	Oct 9, 2022	Image CaptioningOpen Vocabulary Semantic Segmentation	CodeCode Available	2
Mask3D: Mask Transformer for 3D Semantic Instance Segmentation	Oct 6, 2022	3D Instance Segmentation3D Semantic Instance Segmentation	CodeCode Available	2
GMMSeg: Gaussian Mixture based Generative Semantic Segmentation Models	Oct 5, 2022	Out-of-Distribution DetectionSegmentation	CodeCode Available	2
MobileViTv3: Mobile-Friendly Vision Transformer with Simple and Effective Fusion of Local, Global and Input Features	Sep 30, 2022	Image Classification	CodeCode Available	2
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation	Sep 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Dilated Neighborhood Attention Transformer	Sep 29, 2022	Image ClassificationInstance Segmentation	CodeCode Available	2
Generalized Parametric Contrastive Learning	Sep 26, 2022	Contrastive LearningDomain Generalization	CodeCode Available	2
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions	Sep 21, 2022	Data AugmentationDomain Adaptation	CodeCode Available	2
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation	Sep 18, 2022	Real-Time Semantic SegmentationSegmentation	CodeCode Available	2
DytanVO: Joint Refinement of Visual Odometry and Motion Segmentation in Dynamic Environments	Sep 17, 2022	Motion SegmentationSemantic Segmentation	CodeCode Available	2
Scalable SoftGroup for 3D Instance Segmentation on Point Clouds	Sep 17, 2022	3D Instance SegmentationInstance Segmentation	CodeCode Available	2
MCIBI++: Soft Mining Contextual Information Beyond Image for Semantic Segmentation	Sep 9, 2022	SegmentationSemantic Segmentation	CodeCode Available	2
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation	Aug 21, 2022	Medical Image AnalysisSemantic Segmentation	CodeCode Available	2
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation	Aug 19, 2022	Deep LearningImage Segmentation	CodeCode Available	2
FEC: Fast Euclidean Clustering for Point Cloud Segmentation	Aug 16, 2022	ClusteringInstance Segmentation	CodeCode Available	2
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model	Aug 8, 2022	Aerial Scene ClassificationFew-Shot Learning	CodeCode Available	2
Occlusion-Aware Instance Segmentation via BiLayer Network Architectures	Aug 8, 2022	Human Instance SegmentationInstance Segmentation	CodeCode Available	2
MinVIS: A Minimal Video Instance Segmentation Framework without Video-based Training	Aug 3, 2022	Instance SegmentationSegmentation	CodeCode Available	2
HorNet: Efficient High-Order Spatial Interactions with Recursive Gated Convolutions	Jul 28, 2022	Image ClassificationObject Detection	CodeCode Available	2
In Defense of Online Models for Video Instance Segmentation	Jul 21, 2022	Contrastive LearningInstance Segmentation	CodeCode Available	2
SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery	Jul 17, 2022	Land Cover ClassificationSemantic Segmentation	CodeCode Available	2
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning	Jul 11, 2022	Image ClassificationInstance Segmentation	CodeCode Available	2
SFNet: Faster, Accurate, and Domain Agnostic Semantic Segmentation via Semantic Flow	Jul 10, 2022	Real-Time Semantic SegmentationSemantic Segmentation	CodeCode Available	2
2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds	Jul 10, 2022	3D Semantic SegmentationAutonomous Driving	CodeCode Available	2
More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity	Jul 7, 2022	Object DetectionSemantic Segmentation	CodeCode Available	2
CoBEVT: Cooperative Bird's Eye View Semantic Segmentation with Sparse Transformers	Jul 5, 2022	3D Object DetectionAutonomous Driving	CodeCode Available	2
Efficient Spatial-Temporal Information Fusion for LiDAR-Based 3D Moving Object Segmentation	Jul 5, 2022	Autonomous DrivingCollision Avoidance	CodeCode Available	2
Improving Nighttime Driving-Scene Segmentation via Dual Image-adaptive Learnable Filters	Jul 4, 2022	Autonomous DrivingScene Segmentation	CodeCode Available	2
Rethinking Unsupervised Domain Adaptation for Semantic Segmentation	Jun 30, 2022	Domain AdaptationSemantic Segmentation	CodeCode Available	2
LaserMix for Semi-Supervised LiDAR Semantic Segmentation	Jun 30, 2022	LIDAR Semantic SegmentationSegmentation	CodeCode Available	2
LViT: Language meets Vision Transformer in Medical Image Segmentation	Jun 29, 2022	Image SegmentationMedical Image Segmentation	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