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 151–175 of 5035 papers

Title	Date	Tasks	Status	Hype
Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation	Apr 20, 2025	DiagnosticImage Segmentation	—Unverified	0
LGD: Leveraging Generative Descriptions for Zero-Shot Referring Image Segmentation	Apr 20, 2025	AttributeImage Segmentation	—Unverified	0
WT-BCP: Wavelet Transform based Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation	Apr 20, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training	Apr 20, 2025	Contrastive LearningImage Segmentation	—Unverified	0
Lightweight Road Environment Segmentation using Vector Quantization	Apr 19, 2025	Autonomous DrivingImage Segmentation	—Unverified	0
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation	Apr 19, 2025	3D Semantic Segmentationimage-classification	—Unverified	0
Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping	Apr 18, 2025	AllImage Segmentation	CodeCode Available	1
Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis	Apr 18, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
DADU: Dual Attention-based Deep Supervised UNet for Automated Semantic Segmentation of Cardiac Images	Apr 18, 2025	Edge DetectionImage Segmentation	—Unverified	0
Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art Performance	Apr 17, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Hybrid Dense-UNet201 Optimization for Pap Smear Image Segmentation Using Spider Monkey Optimization	Apr 17, 2025	Cell SegmentationImage Segmentation	—Unverified	0
Contour Field based Elliptical Shape Prior for the Segment Anything Model	Apr 17, 2025	Image SegmentationSegmentation	—Unverified	0
Cross-Frequency Collaborative Training Network and Dataset for Semi-supervised First Molar Root Canal Segmentation	Apr 16, 2025	DiagnosticImage Segmentation	—Unverified	0
Remote sensing colour image semantic segmentation of trails created by large herbivorous Mammals	Apr 16, 2025	Image SegmentationManagement	—Unverified	0
TextDiffSeg: Text-guided Latent Diffusion Model for 3d Medical Images Segmentation	Apr 16, 2025	Image SegmentationLatent Diffusion Model for 3D	—Unverified	0
LightFormer: A lightweight and efficient decoder for remote sensing image segmentation	Apr 15, 2025	Change DetectionDecoder	—Unverified	0
Aligning Generative Denoising with Discriminative Objectives Unleashes Diffusion for Visual Perception	Apr 15, 2025	Data AugmentationDenoising	CodeCode Available	1
From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation	Apr 15, 2025	DiagnosticImage Segmentation	CodeCode Available	0
PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation	Apr 15, 2025	Foreground SegmentationImage Segmentation	CodeCode Available	1
Efficient Medical Image Restoration via Reliability Guided Learning in Frequency Domain	Apr 15, 2025	DenoisingImage Denoising	—Unverified	0
HDC: Hierarchical Distillation for Multi-level Noisy Consistency in Semi-Supervised Fetal Ultrasound Segmentation	Apr 14, 2025	AnatomyImage Segmentation	—Unverified	0
Real-time Seafloor Segmentation and Mapping	Apr 14, 2025	Image SegmentationSegmentation	—Unverified	0
Zero-shot Autonomous Microscopy for Scalable and Intelligent Characterization of 2D Materials	Apr 14, 2025	Image SegmentationPrompt Engineering	—Unverified	0
Mixture-of-Shape-Experts (MoSE): End-to-End Shape Dictionary Framework to Prompt SAM for Generalizable Medical Segmentation	Apr 13, 2025	Dictionary LearningDomain Generalization	—Unverified	0
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images	Apr 12, 2025	Image SegmentationSegmentation	—Unverified	0

Show:10 25 50

← PrevPage 7 of 202Next →

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