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 401–425 of 5035 papers

Title	Date	Tasks	Status	Hype
Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints	Jan 12, 2025	Image SegmentationReferring Expression	CodeCode Available	1
UCloudNet: A Residual U-Net with Deep Supervision for Cloud Image Segmentation	Jan 11, 2025	Image SegmentationSegmentation	CodeCode Available	0
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano Transcription	Jan 9, 2025	DenoisingImage Segmentation	CodeCode Available	1
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation	Jan 8, 2025	Dichotomous Image SegmentationImage Matting	CodeCode Available	0
Rethinking domain generalization in medical image segmentation: One image as one domain	Jan 8, 2025	DisentanglementDomain Generalization	—Unverified	0
EditAR: Unified Conditional Generation with Autoregressive Models	Jan 8, 2025	Conditional Image GenerationImage Generation	—Unverified	0
Generative Style Transfer for MRI Image Segmentation: A Case of Glioma Segmentation in Sub-Saharan Africa	Jan 7, 2025	Brain Tumor SegmentationData Augmentation	CodeCode Available	0
CFFormer: Cross CNN-Transformer Channel Attention and Spatial Feature Fusion for Improved Segmentation of Low Quality Medical Images	Jan 7, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation	Jan 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language	Jan 7, 2025	Contrastive LearningImage Segmentation	CodeCode Available	0
Image Segmentation: Inducing graph-based learning	Jan 7, 2025	Autonomous DrivingImage Segmentation	CodeCode Available	0
SELMA3D challenge: Self-supervised learning for 3D light-sheet microscopy image segmentation	Jan 7, 2025	Image SegmentationSelf-Supervised Learning	—Unverified	0
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	Jan 7, 2025	Domain GeneralizationImage Segmentation	—Unverified	0
Rate-My-LoRA: Efficient and Adaptive Federated Model Tuning for Cardiac MRI Segmentation	Jan 6, 2025	Cardiac SegmentationFederated Learning	—Unverified	0
PARF-Net: integrating pixel-wise adaptive receptive fields into hybrid Transformer-CNN network for medical image segmentation	Jan 6, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation	Jan 6, 2025	Cardiac SegmentationImage Segmentation	CodeCode Available	0
Comprehensive Pathological Image Segmentation via Teacher Aggregation for Tumor Microenvironment Analysis	Jan 6, 2025	Decision MakingDiversity	—Unverified	0
AIF-SFDA: Autonomous Information Filter-driven Source-Free Domain Adaptation for Medical Image Segmentation	Jan 6, 2025	Domain AdaptationImage Segmentation	CodeCode Available	1
Framework for lung CT image segmentation based on UNet++	Jan 5, 2025	Data AugmentationImage Segmentation	—Unverified	0
MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation	Jan 5, 2025	DenoisingImage Generation	—Unverified	0
KM-UNet KAN Mamba UNet for medical image segmentation	Jan 5, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	1
tCURLoRA: Tensor CUR Decomposition Based Low-Rank Parameter Adaptation and Its Application in Medical Image Segmentation	Jan 4, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
IAM: Enhancing RGB-D Instance Segmentation with New Benchmarks	Jan 3, 2025	Data IntegrationImage Segmentation	CodeCode Available	0
Tree-NET: Enhancing Medical Image Segmentation Through Efficient Low-Level Feature Training	Jan 3, 2025	Computational EfficiencyImage Segmentation	—Unverified	0
EAUWSeg: Eliminating annotation uncertainty in weakly-supervised medical image segmentation	Jan 3, 2025	Image SegmentationMedical Image 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