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 701–725 of 5035 papers

Title	Date	Tasks	Status	Hype
PTQ4RIS: Post-Training Quantization for Referring Image Segmentation	Sep 25, 2024	Image SegmentationQuantization	CodeCode Available	0
A Formalization of Image Vectorization by Region Merging	Sep 24, 2024	Image SegmentationQuantization	—Unverified	0
CAD: Memory Efficient Convolutional Adapter for Segment Anything	Sep 24, 2024	DecoderGPU	CodeCode Available	1
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation	Sep 23, 2024	DecoderImage Segmentation	CodeCode Available	0
GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation	Sep 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
A Bottom-Up Approach to Class-Agnostic Image Segmentation	Sep 20, 2024	Image SegmentationMetric Learning	—Unverified	0
Exploring Fine-Grained Image-Text Alignment for Referring Remote Sensing Image Segmentation	Sep 20, 2024	Image SegmentationReferring Expression	CodeCode Available	1
MCICSAM: Monte Carlo-guided Interpolation Consistency Segment Anything Model for Semi-Supervised Prostate Zone Segmentation	Sep 20, 2024	Image SegmentationSegmentation	—Unverified	0
PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images	Sep 20, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	2
Improved Unet brain tumor image segmentation based on GSConv module and ECA attention mechanism	Sep 20, 2024	Image SegmentationMedical Image Analysis	—Unverified	0
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation	Sep 19, 2024	Image SegmentationRetinal Vessel Segmentation	—Unverified	0
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency	Sep 19, 2024	DisentanglementDomain Generalization	—Unverified	0
Autonomous Visual Fish Pen Inspections for Estimating the State of Biofouling Buildup Using ROV -- Extended Abstract	Sep 19, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation	Sep 19, 2024	DecoderImage Segmentation	—Unverified	0
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
Unsupervised Reward-Driven Image Segmentation in Automated Scanning Transmission Electron Microscopy Experiments	Sep 19, 2024	Decision MakingImage Segmentation	—Unverified	0
Domain-stratified Training for Cross-organ and Cross-scanner Adenocarcinoma Segmentation in the COSAS 2024 Challenge	Sep 19, 2024	Image SegmentationSegmentation	—Unverified	0
World of Forms: Deformable Geometric Templates for One-Shot Surface Meshing in Coronary CT Angiography	Sep 18, 2024	Graph Neural NetworkImage Segmentation	—Unverified	0
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical Information	Sep 18, 2024	Brain Tumor SegmentationDecoder	CodeCode Available	0
Axial Attention Transformer Networks: A New Frontier in Breast Cancer Detection	Sep 18, 2024	Breast Cancer DetectionComputational Efficiency	—Unverified	0
Robot Manipulation in Salient Vision through Referring Image Segmentation and Geometric Constraints	Sep 17, 2024	DecoderImage Segmentation	—Unverified	0
Retinal Vessel Segmentation with Deep Graph and Capsule Reasoning	Sep 17, 2024	Graph AttentionImage Segmentation	—Unverified	0
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

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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