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 1226–1250 of 5035 papers

Title	Date	Tasks	Status	Hype
Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking Systems	Mar 23, 2024	Dimensionality ReductionDomain Adaptation	CodeCode Available	1
MatchSeg: Towards Better Segmentation via Reference Image Matching	Mar 23, 2024	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
Modular Deep Active Learning Framework for Image Annotation: A Technical Report for the Ophthalmo-AI Project	Mar 22, 2024	Active LearningImage Segmentation	—Unverified	0
Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans	Mar 22, 2024	GPUImage Segmentation	CodeCode Available	1
Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image Annotations	Mar 22, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
MaskSAM: Towards Auto-prompt SAM with Mask Classification for Medical Image Segmentation	Mar 21, 2024	DecoderImage Segmentation	—Unverified	0
PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model	Mar 21, 2024	DecoderGeneralized Referring Expression Segmentation	CodeCode Available	3
Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations	Mar 21, 2024	image-classificationImage Classification	—Unverified	0
Analysing Diffusion Segmentation for Medical Images	Mar 21, 2024	DenoisingImage Generation	—Unverified	0
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models	Mar 21, 2024	DiversityImage Inpainting	CodeCode Available	0
ZoDi: Zero-Shot Domain Adaptation with Diffusion-Based Image Transfer	Mar 20, 2024	Domain AdaptationImage Segmentation	CodeCode Available	0
ProMamba: Prompt-Mamba for polyp segmentation	Mar 20, 2024	Image SegmentationMamba	—Unverified	0
Robust image segmentation model based on binary level set	Mar 20, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation	Mar 20, 2024	Image SegmentationLesion Segmentation	CodeCode Available	2
Diversified and Personalized Multi-rater Medical Image Segmentation	Mar 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Uncertainty Driven Active Learning for Image Segmentation in Underwater Inspection	Mar 20, 2024	Active LearningImage Segmentation	—Unverified	0
QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge	Mar 19, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentation	Mar 19, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
Building Brain Tumor Segmentation Networks with User-Assisted Filter Estimation and Selection	Mar 19, 2024	Brain Tumor SegmentationDecoder	—Unverified	0
FlexiFly: Interfacing the Physical World with Foundation Models Empowered by Reconfigurable Drone Systems	Mar 19, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency	Mar 19, 2024	Data AugmentationFederated Learning	—Unverified	0
Financial Table Extraction in Image Documents	Mar 18, 2024	Image SegmentationOptical Character Recognition (OCR)	—Unverified	0
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation	Mar 18, 2024	Data AugmentationDomain Generalization	CodeCode Available	0
A Dynamically Weighted Loss Function for Unsupervised Image Segmentation	Mar 17, 2024	Image SegmentationSegmentation	—Unverified	0
Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image Segmentation	Mar 17, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1

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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