Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 376–400 of 5035 papers

Title	Date	Tasks	Status	Hype
A Novel Scene Coupling Semantic Mask Network for Remote Sensing Image Segmentation	Jan 22, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?	Jan 20, 2025	Computed Tomography (CT)GPU	CodeCode Available	3
MedicoSAM: Towards foundation models for medical image segmentation	Jan 20, 2025	Image SegmentationInteractive Segmentation	CodeCode Available	1
Know "No'' Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP	Jan 19, 2025	Image GenerationImage Segmentation	—Unverified	0
Rethinking Early-Fusion Strategies for Improved Multimodal Image Segmentation	Jan 19, 2025	DecoderImage Segmentation	—Unverified	0
Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learning	Jan 19, 2025	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
No More Sliding Window: Efficient 3D Medical Image Segmentation with Differentiable Top-k Patch Sampling	Jan 18, 2025	CPUGPU	—Unverified	0
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student Attention	Jan 18, 2025	Image SegmentationSegmentation	CodeCode Available	1
A Multi-Scale Feature Extraction and Fusion Deep Learning Method for Classification of Wheat Diseases	Jan 17, 2025	ClassificationImage Segmentation	—Unverified	0
Image Segmentation with transformers: An Overview, Challenges and Future	Jan 16, 2025	Image SegmentationSegmentation	—Unverified	0
Shape-Based Single Object Classification Using Ensemble Method Classifiers	Jan 16, 2025	Classificationimage-classification	—Unverified	0
Bayesian Multifractal Image Segmentation	Jan 15, 2025	Image Segmentationparameter estimation	—Unverified	0
Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation	Jan 15, 2025	Image SegmentationReferring Expression Segmentation	CodeCode Available	2
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation	Jan 15, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation	Jan 15, 2025	Image SegmentationMedical Image Analysis	—Unverified	0
RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation	Jan 14, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	2
AI Driven Water Segmentation with deep learning models for Enhanced Flood Monitoring	Jan 14, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	0
UNetVL: Enhancing 3D Medical Image Segmentation with Chebyshev KAN Powered Vision-LSTM	Jan 13, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	0
FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation	Jan 13, 2025	Domain GeneralizationImage Segmentation	—Unverified	0
Adaptive Noise-Tolerant Network for Image Segmentation	Jan 13, 2025	Deep Learningimage-classification	—Unverified	0
Hierarchical Superpixel Segmentation via Structural Information Theory	Jan 13, 2025	graph constructiongraph partitioning	CodeCode Available	0
RSRefSeg: Referring Remote Sensing Image Segmentation with Foundation Models	Jan 12, 2025	Image SegmentationSegmentation	CodeCode Available	2
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation	Jan 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Imbalanced Medical Image Segmentation with Pixel-dependent Noisy Labels	Jan 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Static Segmentation by Tracking: A Frustratingly Label-Efficient Approach to Fine-Grained Segmentation	Jan 12, 2025	Image RetrievalImage Segmentation	—Unverified	0

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified