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 651–675 of 5035 papers

Title	Date	Tasks	Status	Hype
A Bayesian Approach to Weakly-supervised Laparoscopic Image Segmentation	Oct 11, 2024	Image SegmentationSegmentation	CodeCode Available	0
Parallel Watershed Partitioning: GPU-Based Hierarchical Image Segmentation	Oct 11, 2024	GPUImage Segmentation	—Unverified	0
Adaptive Real-Time Multi-Loss Function Optimization Using Dynamic Memory Fusion Framework: A Case Study on Breast Cancer Segmentation	Oct 10, 2024	Deep LearningImage Segmentation	CodeCode Available	0
Shift and matching queries for video semantic segmentation	Oct 10, 2024	Image SegmentationSegmentation	—Unverified	0
CrackSegDiff: Diffusion Probability Model-based Multi-modal Crack Segmentation	Oct 10, 2024	Crack SegmentationDenoising	CodeCode Available	1
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	0
Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data	Oct 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model	Oct 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters	Oct 8, 2024	Graph Neural NetworkImage Segmentation	CodeCode Available	1
Remote Sensing Image Segmentation Using Vision Mamba and Multi-Scale Multi-Frequency Feature Fusion	Oct 8, 2024	Image SegmentationMamba	—Unverified	0
On Efficient Variants of Segment Anything Model: A Survey	Oct 7, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
A Simple Image Segmentation Framework via In-Context Examples	Oct 7, 2024	DecoderImage Segmentation	CodeCode Available	2
A Mathematical Explanation of UNet	Oct 6, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation	Oct 6, 2024	Domain AdaptationImage Segmentation	CodeCode Available	0
DB-SAM: Delving into High Quality Universal Medical Image Segmentation	Oct 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Optimizing Medical Image Segmentation with Advanced Decoder Design	Oct 5, 2024	Brain Tumor SegmentationDecoder	CodeCode Available	0
Conformal confidence sets for biomedical image segmentation	Oct 4, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images	Oct 4, 2024	Electron Microscopy Image SegmentationImage Registration	CodeCode Available	0
Med-TTT: Vision Test-Time Training model for Medical Image Segmentation	Oct 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
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	0
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image Segmentation	Oct 3, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation	Oct 3, 2024	DiagnosticImage Segmentation	—Unverified	0
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations	Oct 3, 2024	Contrastive LearningImage Classification	CodeCode Available	0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registration	Oct 3, 2024	image-classificationImage Classification	CodeCode Available	0
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical Images	Oct 2, 2024	AnatomyForm	CodeCode Available	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