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 1601–1625 of 5035 papers

Title	Date	Tasks	Status
A Generative Victim Model for Segmentation	Dec 10, 2024	Adversarial AttackImage Generation	—Unverified
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning	Dec 9, 2024	BenchmarkingEarth Observation	—Unverified
MSCrackMamba: Leveraging Vision Mamba for Crack Detection in Fused Multispectral Imagery	Dec 9, 2024	Image SegmentationMamba	—Unverified
BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans	Dec 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction	Dec 9, 2024	Image Segmentationobject-detection	—Unverified
[MASK] is All You Need	Dec 9, 2024	AllImage Segmentation	CodeCode Available
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder	Dec 9, 2024	DecoderImage Segmentation	CodeCode Available
Dilated Balanced Cross Entropy Loss for Medical Image Segmentation	Dec 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified
UNet++ and LSTM combined approach for Breast Ultrasound Image Segmentation	Dec 7, 2024	Data AugmentationImage Segmentation	—Unverified
RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation	Dec 7, 2024	DecoderImage Segmentation	—Unverified
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation	Dec 7, 2024	Contrastive LearningDomain Generalization	—Unverified
Osteoporosis Prediction from Hand X-ray Images Using Segmentation-for-Classification and Self-Supervised Learning	Dec 6, 2024	Image SegmentationSegmentation	—Unverified
Unsupervised Segmentation by Diffusing, Walking and Cutting	Dec 6, 2024	Image SegmentationSegmentation	—Unverified
Using Diffusion Priors for Video Amodal Segmentation	Dec 5, 2024	Image SegmentationObject	—Unverified
Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation	Dec 5, 2024	Domain GeneralizationImage Generation	CodeCode Available
Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems	Dec 5, 2024	Image SegmentationSegmentation	—Unverified
Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast Objects	Dec 5, 2024	Image SegmentationInteractive Segmentation	CodeCode Available
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis	Dec 4, 2024	Image GenerationImage Segmentation	—Unverified
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical Imaging	Dec 4, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype	Dec 4, 2024	Few-Shot Semantic SegmentationImage Segmentation	—Unverified
Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection	Dec 4, 2024	Deep LearningDenoising	—Unverified
U-Net in Medical Image Segmentation: A Review of Its Applications Across Modalities	Dec 3, 2024	AnatomyComputed Tomography (CT)	—Unverified
Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image Segmentation	Dec 3, 2024	Contrastive LearningImage Segmentation	CodeCode Available
Topology-Preserving Image Segmentation with Spatial-Aware Persistent Feature Matching	Dec 3, 2024	Image SegmentationSegmentation	—Unverified
SJTU:Spatial judgments in multimodal models towards unified segmentation through coordinate detection	Dec 3, 2024	GPUImage Segmentation	CodeCode Available

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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