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 951–975 of 5035 papers

Title	Date	Tasks	Status	Hype
Segment Anything without Supervision	Jun 28, 2024	ClusteringImage Segmentation	CodeCode Available	3
Parallax-tolerant Image Stitching via Segmentation-guided Multi-homography Warping	Jun 28, 2024	Image SegmentationImage Stitching	CodeCode Available	1
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation	Jun 28, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Robustness Testing of Black-Box Models Against CT Degradation Through Test-Time Augmentation	Jun 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Segment Anything Model for automated image data annotation: empirical studies using text prompts from Grounding DINO	Jun 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
SimTxtSeg: Weakly-Supervised Medical Image Segmentation with Simple Text Cues	Jun 27, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
RobU-Net: a heuristic robust multi-class brain tumor segmentation approaches for MRI scans	Jun 26, 2024	Brain Tumor SegmentationImage Segmentation	—Unverified	0
EFCNet: Every Feature Counts for Small Medical Object Segmentation	Jun 26, 2024	DecoderImage Segmentation	—Unverified	0
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation	Jun 26, 2024	Continual LearningDomain Generalization	CodeCode Available	0
Stable Diffusion Segmentation for Biomedical Images with Single-step Reverse Process	Jun 26, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes	Jun 26, 2024	Few-Shot Semantic SegmentationImage Segmentation	CodeCode Available	1
Principal Component Clustering for Semantic Segmentation in Synthetic Data Generation	Jun 25, 2024	ClusteringImage Segmentation	—Unverified	0
Test-Time Generative Augmentation for Medical Image Segmentation	Jun 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Point-SAM: Promptable 3D Segmentation Model for Point Clouds	Jun 25, 2024	Image SegmentationSegmentation	CodeCode Available	3
Medical Image Segmentation Using Directional Window Attention	Jun 25, 2024	Cell SegmentationDiagnostic	CodeCode Available	0
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image Preprocessing	Jun 25, 2024	DecoderImage Reconstruction	CodeCode Available	0
Automatically Adaptive Conformal Risk Control	Jun 25, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
Domain Adaptation of Echocardiography Segmentation Via Reinforcement Learning	Jun 25, 2024	Domain AdaptationImage Segmentation	CodeCode Available	1
Multi-Aperture Fusion of Transformer-Convolutional Network (MFTC-Net) for 3D Medical Image Segmentation and Visualization	Jun 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Are Vision xLSTM Embedded UNet More Reliable in Medical 3D Image Segmentation?	Jun 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image Segmentation	Jun 24, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	0
What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Gaussian-Noise-free Text-Image Corruption and Evaluation	Jun 24, 2024	Decision MakingFacial Expression Recognition	CodeCode Available	1
LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery	Jun 24, 2024	Image SegmentationSegmentation	—Unverified	0
Self-Supervised Alignment Learning for Medical Image Segmentation	Jun 22, 2024	Contrastive LearningImage Segmentation	—Unverified	0
Segmenting Dead Sea Scroll Fragments for a Scientific Image Set	Jun 21, 2024	Image SegmentationSegmentation	—Unverified	0

Show:10 25 50

← PrevPage 39 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