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 1026–1050 of 5035 papers

Title	Date	Tasks	Status	Hype
SimSAM: Zero-shot Medical Image Segmentation via Simulated Interaction	Jun 2, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing	Jun 1, 2024	Edge DetectionImage Compression	—Unverified	0
An Image Segmentation Model with Transformed Total Variation	Jun 1, 2024	Image Segmentationmodel	CodeCode Available	0
A Deep Learning Model for Coronary Artery Segmentation and Quantitative Stenosis Detection in Angiographic Images	Jun 1, 2024	Coronary Artery SegmentationImage Segmentation	CodeCode Available	1
CRIS: Collaborative Refinement Integrated with Segmentation for Polyp Segmentation	May 30, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
P-MSDiff: Parallel Multi-Scale Diffusion for Remote Sensing Image Segmentation	May 30, 2024	DenoisingImage Segmentation	CodeCode Available	0
View-Consistent Hierarchical 3D Segmentation Using Ultrametric Feature Fields	May 30, 2024	Image SegmentationNeRF	CodeCode Available	0
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation	May 30, 2024	Data AugmentationImage Segmentation	—Unverified	0
CBAR‑UNet: A novel methodology for segmentation of cardiac magnetic resonance images using block attention‑based deep residual neural network	May 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Optimizing Split Points for Error-Resilient SplitFed Learning	May 29, 2024	Federated LearningImage Segmentation	—Unverified	0
Edge-guided and Class-balanced Active Learning for Semantic Segmentation of Aerial Images	May 28, 2024	Active LearningImage Segmentation	—Unverified	0
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms	May 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Renal digital pathology visual knowledge search platform based on language large model and book knowledge	May 27, 2024	Image SegmentationRetrieval	—Unverified	0
ExtremeMETA: High-speed Lightweight Image Segmentation Model by Remodeling Multi-channel Metamaterial Imagers	May 27, 2024	Image SegmentationModel Compression	—Unverified	0
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images	May 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Novel Approaches for ML-Assisted Particle Track Reconstruction and Hit Clustering	May 27, 2024	ClusteringImage Segmentation	—Unverified	0
SiNGR: Brain Tumor Segmentation via Signed Normalized Geodesic Transform Regression	May 27, 2024	Brain Image SegmentationBrain Tumor Segmentation	CodeCode Available	1
Image-level Regression for Uncertainty-aware Retinal Image Segmentation	May 27, 2024	Image Segmentationregression	CodeCode Available	0
Competing for pixels: a self-play algorithm for weakly-supervised segmentation	May 26, 2024	Binary ClassificationImage Segmentation	CodeCode Available	0
FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation	May 26, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
UU-Mamba: Uncertainty-aware U-Mamba for Cardiac Image Segmentation	May 25, 2024	Image SegmentationMamba	CodeCode Available	1
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation	May 25, 2024	Contrastive LearningImage Segmentation	—Unverified	0
Deep Convolutional Neural Networks Meet Variational Shape Compactness Priors for Image Segmentation	May 23, 2024	Image SegmentationSegmentation	—Unverified	0
Advancements in Feature Extraction Recognition of Medical Imaging Systems Through Deep Learning Technique	May 23, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Exploration of Multi-Scale Image Fusion Systems in Intelligent Medical Image Analysis	May 23, 2024	3D Reconstructionimage-classification	—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