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 301–325 of 5035 papers

Title	Date	Tasks	Status	Hype
SiamSeg: Self-Training with Contrastive Learning for Unsupervised Domain Adaptation Semantic Segmentation in Remote Sensing	Oct 17, 2024	Contrastive LearningDiversity	CodeCode Available	1
Agent Skill Acquisition for Large Language Models via CycleQD	Oct 16, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1
UnSeg: One Universal Unlearnable Example Generator is Enough against All Image Segmentation	Oct 13, 2024	AllBilevel Optimization	CodeCode Available	1
Cross-Modal Bidirectional Interaction Model for Referring Remote Sensing Image Segmentation	Oct 11, 2024	BenchmarkingImage Segmentation	CodeCode Available	1
CrackSegDiff: Diffusion Probability Model-based Multi-modal Crack Segmentation	Oct 10, 2024	Crack SegmentationDenoising	CodeCode Available	1
UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters	Oct 8, 2024	Graph Neural NetworkImage Segmentation	CodeCode Available	1
DB-SAM: Delving into High Quality Universal Medical Image Segmentation	Oct 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Med-TTT: Vision Test-Time Training model for Medical Image Segmentation	Oct 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image Segmentation	Oct 2, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature Grafting	Oct 1, 2024	DiagnosticImage Segmentation	CodeCode Available	1
Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision	Sep 30, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1
SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation	Sep 25, 2024	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1
CAD: Memory Efficient Convolutional Adapter for Segment Anything	Sep 24, 2024	DecoderGPU	CodeCode Available	1
Exploring Fine-Grained Image-Text Alignment for Referring Remote Sensing Image Segmentation	Sep 20, 2024	Image SegmentationReferring Expression	CodeCode Available	1
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation	Sep 19, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1
MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation	Sep 19, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	1
TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation	Sep 17, 2024	Cell SegmentationImage Segmentation	CodeCode Available	1
MetaFormer and CNN Hybrid Model for Polyp Image Segmentation	Sep 16, 2024	BenchmarkingImage Segmentation	CodeCode Available	1
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation?	Sep 12, 2024	DecoderDomain Generalization	CodeCode Available	1
Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image Datasets	Sep 11, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Sam2Rad: A Segmentation Model for Medical Images with Learnable Prompts	Sep 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation	Sep 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
SGSeg: Enabling Text-free Inference in Language-guided Segmentation of Chest X-rays via Self-guidance	Sep 7, 2024	Image SegmentationPseudo Label	CodeCode Available	1
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation	Sep 5, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
Evaluation Study on SAM 2 for Class-agnostic Instance-level Segmentation	Sep 4, 2024	Dichotomous Image SegmentationImage Segmentation	CodeCode Available	1

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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