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

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Showing 1401–1425 of 5035 papers

Title	Date	Tasks	Status
Multimodal-Aware Fusion Network for Referring Remote Sensing Image Segmentation	Mar 14, 2025	Image SegmentationSegmentation	CodeCode Available
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Contrastive LearningImage Segmentation	—Unverified
SeqSAM: Autoregressive Multiple Hypothesis Prediction for Medical Image Segmentation using SAM	Mar 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Image SegmentationMamba	—Unverified
QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image Segmentation	Mar 12, 2025	Active LearningImage Segmentation	CodeCode Available
3D Medical Imaging Segmentation on Non-Contrast CT	Mar 11, 2025	3D Medical Imaging SegmentationImage Segmentation	—Unverified
On the status of current quantum machine learning software	Mar 11, 2025	Image SegmentationQuantum Machine Learning	—Unverified
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation	Mar 11, 2025	Image SegmentationPanoptic Segmentation	—Unverified
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation	Mar 10, 2025	Image SegmentationKnowledge Distillation	—Unverified
MIRAM: Masked Image Reconstruction Across Multiple Scales for Breast Lesion Risk Prediction	Mar 10, 2025	Image InpaintingImage Reconstruction	—Unverified
QuantU-Net: Efficient Wearable Medical Imaging Using Bitwidth as a Trainable Parameter	Mar 10, 2025	DiagnosticImage Segmentation	—Unverified
Visual and Text Prompt Segmentation: A Novel Multi-Model Framework for Remote Sensing	Mar 10, 2025	Image SegmentationSegmentation	—Unverified
Customized SAM 2 for Referring Remote Sensing Image Segmentation	Mar 10, 2025	Image SegmentationSegmentation	—Unverified
Semi-Supervised Medical Image Segmentation via Knowledge Mining from Large Models	Mar 10, 2025	General KnowledgeImage Segmentation	—Unverified
Continuous Online Adaptation Driven by User Interaction for Medical Image Segmentation	Mar 9, 2025	Image SegmentationInteractive Segmentation	—Unverified
Dynamically evolving segment anything model with continuous learning for medical image segmentation	Mar 8, 2025	DiversityImage Segmentation	—Unverified
Towards Universal Text-driven CT Image Segmentation	Mar 8, 2025	Computed Tomography (CT)Contrastive Learning	CodeCode Available
A Label-Free High-Precision Residual Moveout Picking Method for Travel Time Tomography based on Deep Learning	Mar 8, 2025	Image SegmentationSegmentation	—Unverified
Conformal Prediction for Image Segmentation Using Morphological Prediction Sets	Mar 7, 2025	Conformal PredictionImage Segmentation	CodeCode Available
Disconnect to Connect: A Data Augmentation Method for Improving Topology Accuracy in Image Segmentation	Mar 7, 2025	Data AugmentationImage Segmentation	CodeCode Available
Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation	Mar 7, 2025	Image SegmentationMedical Image Analysis	—Unverified
Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image Segmentation	Mar 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
We Care Each Pixel: Calibrating on Medical Segmentation Model	Mar 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
S4M: Segment Anything with 4 Extreme Points	Mar 7, 2025	Image SegmentationInstance Segmentation	—Unverified
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation	Mar 6, 2025	Active LearningImage Segmentation	—Unverified

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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