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 976–1000 of 5035 papers

Title	Date	Tasks	Status	Hype
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation	Jun 21, 2024	DecoderImage Segmentation	CodeCode Available	2
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation	Jun 21, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation	Jun 20, 2024	Data AugmentationDomain Generalization	—Unverified	0
Trusting Semantic Segmentation Networks	Jun 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Perspective+ Unet: Enhancing Segmentation with Bi-Path Fusion and Efficient Non-Local Attention for Superior Receptive Fields	Jun 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation	Jun 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Elliptical Attention	Jun 19, 2024	Image SegmentationLanguage Modeling	CodeCode Available	0
Low-Rank Mixture-of-Experts for Continual Medical Image Segmentation	Jun 19, 2024	Continual LearningImage Segmentation	—Unverified	0
Unveiling the Hidden Structure of Self-Attention via Kernel Principal Component Analysis	Jun 19, 2024	Image SegmentationLanguage Modeling	CodeCode Available	1
An Empirical Study on the Fairness of Foundation Models for Multi-Organ Image Segmentation	Jun 18, 2024	FairnessImage Segmentation	—Unverified	0
MiSuRe is all you need to explain your image segmentation	Jun 18, 2024	AllDecision Making	—Unverified	0
Privacy Preserving Federated Learning in Medical Imaging with Uncertainty Estimation	Jun 18, 2024	Federated Learningimage-classification	CodeCode Available	0
Visually Consistent Hierarchical Image Classification	Jun 17, 2024	Classificationimage-classification	—Unverified	0
Discriminative Hamiltonian Variational Autoencoder for Accurate Tumor Segmentation in Data-Scarce Regimes	Jun 17, 2024	Data AugmentationImage Generation	—Unverified	0
Learning from Exemplars for Interactive Image Segmentation	Jun 17, 2024	Image SegmentationInteractive Segmentation	—Unverified	0
Boosting Medical Image Classification with Segmentation Foundation Model	Jun 16, 2024	Classificationimage-classification	—Unverified	0
ALPS: An Auto-Labeling and Pre-training Scheme for Remote Sensing Segmentation With Segment Anything Model	Jun 16, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation	Jun 15, 2024	Image SegmentationMedical Image Analysis	—Unverified	0
The BabyView dataset: High-resolution egocentric videos of infants' and young children's everyday experiences	Jun 14, 2024	Depth EstimationImage Segmentation	—Unverified	0
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal Dependency	Jun 14, 2024	AnatomyBrain Tumor Segmentation	CodeCode Available	0
RobustSAM: Segment Anything Robustly on Degraded Images	Jun 13, 2024	DeblurringImage Dehazing	CodeCode Available	3
DenoiseRep: Denoising Model for Representation Learning	Jun 13, 2024	DenoisingFine-Grained Image Classification	CodeCode Available	1
GRU-Net: Gaussian Attention Aided Dense Skip Connection Based MultiResUNet for Breast Histopathology Image Segmentation	Jun 12, 2024	DecoderDiagnostic	CodeCode Available	0
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation	Jun 12, 2024	Image SegmentationSegmentation	CodeCode Available	0
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model	Jun 12, 2024	Change DetectionImage Segmentation	—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