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 1726–1750 of 5035 papers

Title	Date	Tasks	Status
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray Fluoroscopy	Oct 9, 2024	Domain AdaptationImage Segmentation	CodeCode Available
Remote Sensing Image Segmentation Using Vision Mamba and Multi-Scale Multi-Frequency Feature Fusion	Oct 8, 2024	Image SegmentationMamba	—Unverified
On Efficient Variants of Segment Anything Model: A Survey	Oct 7, 2024	Image SegmentationSemantic Segmentation	—Unverified
A Mathematical Explanation of UNet	Oct 6, 2024	Image SegmentationSemantic Segmentation	—Unverified
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation	Oct 6, 2024	Domain AdaptationImage Segmentation	CodeCode Available
Optimizing Medical Image Segmentation with Advanced Decoder Design	Oct 5, 2024	Brain Tumor SegmentationDecoder	CodeCode Available
Conformal confidence sets for biomedical image segmentation	Oct 4, 2024	Image SegmentationSemantic Segmentation	—Unverified
DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images	Oct 4, 2024	Electron Microscopy Image SegmentationImage Registration	CodeCode Available
MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation	Oct 3, 2024	DiagnosticImage Segmentation	—Unverified
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations	Oct 3, 2024	Contrastive LearningImage Classification	CodeCode Available
DMC-Net: Lightweight Dynamic Multi-Scale and Multi-Resolution Convolution Network for Pancreas Segmentation in CT Images	Oct 3, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image Segmentation	Oct 3, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registration	Oct 3, 2024	image-classificationImage Classification	CodeCode Available
Boosting Weakly-Supervised Referring Image Segmentation via Progressive Comprehension	Oct 2, 2024	Image SegmentationLarge Language Model	—Unverified
Deep learning assisted high resolution microscopy image processing for phase segmentation in functional composite materials	Oct 2, 2024	Image SegmentationSegmentation	—Unverified
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical Images	Oct 2, 2024	AnatomyForm	CodeCode Available
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation	Oct 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified
ReXplain: Translating Radiology into Patient-Friendly Video Reports	Oct 1, 2024	AnatomyImage Segmentation	—Unverified
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation	Oct 1, 2024	Cross-Domain Few-ShotFew-Shot Semantic Segmentation	CodeCode Available
Leveraging CAM Algorithms for Explaining Medical Semantic Segmentation	Sep 30, 2024	ClassificationDecision Making	CodeCode Available
Medical Image Segmentation with SAM-generated Annotations	Sep 30, 2024	Computed Tomography (CT)Image Segmentation	—Unverified
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation	Sep 30, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Fully Aligned Network for Referring Image Segmentation	Sep 29, 2024	cross-modal alignmentDecoder	—Unverified
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image Segmentation	Sep 28, 2024	Image SegmentationMamba	CodeCode Available
Toward Deep Learning-based Segmentation and Quantitative Analysis of Cervical Spinal Cord Magnetic Resonance Images	Sep 28, 2024	Deep LearningImage Segmentation	—Unverified

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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