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 2026–2050 of 5035 papers

Title	Date	Tasks	Status
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation	May 11, 2024	Data AugmentationDomain Adaptation	—Unverified
PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix Augmentation	May 10, 2024	Contrastive LearningDecoder	CodeCode Available
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity	May 9, 2024	Image SegmentationSegmentation	CodeCode Available
UnSegGNet: Unsupervised Image Segmentation using Graph Neural Networks	May 9, 2024	Image SegmentationObject Recognition	CodeCode Available
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation	May 8, 2024	Image SegmentationMamba	—Unverified
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped network	May 6, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary data	May 6, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural Networks	May 5, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection	May 5, 2024	Autonomous DrivingDecoder	—Unverified
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded Systems	May 3, 2024	Autonomous NavigationImage Segmentation	CodeCode Available
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks	May 3, 2024	FairnessImage Segmentation	—Unverified
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks	May 2, 2024	Image SegmentationSegmentation	—Unverified
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey	May 2, 2024	image-classificationImage Classification	—Unverified
Automated Virtual Product Placement and Assessment in Images using Diffusion Models	May 2, 2024	Image SegmentationMarketing	—Unverified
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation	May 2, 2024	Image SegmentationSemantic Segmentation	—Unverified
Active Learning Enabled Low-cost Cell Image Segmentation Using Bounding Box Annotation	May 2, 2024	Active LearningCell Segmentation	—Unverified
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation	May 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Predictive Accuracy-Based Active Learning for Medical Image Segmentation	May 1, 2024	Active LearningDiversity	CodeCode Available
SpecstatOR: Speckle statistics-based iOCT Segmentation Network for Ophthalmic Surgery	Apr 30, 2024	Image SegmentationSegmentation	—Unverified
Clicks2Line: Using Lines for Interactive Image Segmentation	Apr 29, 2024	Image SegmentationInteractive Segmentation	—Unverified
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model Garden	Apr 29, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models	Apr 29, 2024	DecoderDenoising	—Unverified
Open-Set 3D Semantic Instance Maps for Vision Language Navigation -- O3D-SIM	Apr 27, 2024	Image SegmentationNavigate	CodeCode Available
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation	Apr 27, 2024	BraTS2021Image Segmentation	CodeCode Available
Segmentation Quality and Volumetric Accuracy in Medical Imaging	Apr 27, 2024	Image SegmentationMedical Image 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