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 726–750 of 5035 papers

Title	Date	Tasks	Status	Hype
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration	Sep 16, 2024	Contrastive LearningImage Segmentation	CodeCode Available	0
Fuse4Seg: Image-Level Fusion Based Multi-Modality Medical Image Segmentation	Sep 16, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
NARF24: Estimating Articulated Object Structure for Implicit Rendering	Sep 15, 2024	Image SegmentationNeRF	—Unverified	0
Resolving Inconsistent Semantics in Multi-Dataset Image Segmentation	Sep 15, 2024	Image SegmentationInstance Segmentation	—Unverified	0
Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis	Sep 15, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare	Sep 14, 2024	Data Free QuantizationImage Segmentation	—Unverified	0
An Augmentation-based Model Re-adaptation Framework for Robust Image Segmentation	Sep 14, 2024	Data AugmentationImage Segmentation	—Unverified	0
AMBER -- Advanced SegFormer for Multi-Band Image Segmentation: an application to Hyperspectral Imaging	Sep 14, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Improved Unet model for brain tumor image segmentation based on ASPP-coordinate attention mechanism	Sep 13, 2024	Image SegmentationMedical Image Analysis	—Unverified	0
Spectral U-Net: Enhancing Medical Image Segmentation via Spectral Decomposition	Sep 13, 2024	DecoderImage Segmentation	—Unverified	0
Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images	Sep 13, 2024	Image SegmentationMamba	—Unverified	0
Breaking reCAPTCHAv2	Sep 13, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	3
D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation	Sep 13, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Effective Segmentation of Post-Treatment Gliomas Using Simple Approaches: Artificial Sequence Generation and Ensemble Models	Sep 12, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation?	Sep 12, 2024	DecoderDomain Generalization	CodeCode Available	1
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation	Sep 12, 2024	Image SegmentationMedical Diagnosis	CodeCode Available	0
Open Source Infrastructure for Automatic Cell Segmentation	Sep 12, 2024	Cell SegmentationDrug Discovery	—Unverified	0
AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ Segmentation	Sep 12, 2024	DecoderImage Segmentation	CodeCode Available	0
Quantifying Knee Cartilage Shape and Lesion: From Image to Metrics	Sep 11, 2024	Data VisualizationImage Registration	CodeCode Available	0
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative Learning	Sep 11, 2024	Image SegmentationSegmentation	CodeCode Available	0
Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image Datasets	Sep 11, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Shadow Removal Refinement via Material-Consistent Shadow Edges	Sep 10, 2024	Image SegmentationSegmentation	—Unverified	0
Sam2Rad: A Segmentation Model for Medical Images with Learnable Prompts	Sep 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks	Sep 10, 2024	Graph Neural NetworkImage Segmentation	—Unverified	0
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation	Sep 9, 2024	Cross-Domain Few-ShotImage 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