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 1076–1100 of 5035 papers

Title	Date	Tasks	Status	Hype
Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation	May 13, 2024	Few-Shot LearningImage Segmentation	—Unverified	0
A method for supervoxel-wise association studies of age and other non-imaging variables from coronary computed tomography angiograms	May 13, 2024	Image RegistrationImage Segmentation	—Unverified	0
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation	May 13, 2024	DecoderImage Segmentation	CodeCode Available	0
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation	May 12, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images	May 12, 2024	image-classificationImage Classification	CodeCode Available	1
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation	May 11, 2024	Data AugmentationDomain Adaptation	—Unverified	0
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation	May 11, 2024	Computational EfficiencyDecoder	CodeCode Available	3
VLSM-Adapter: Finetuning Vision-Language Segmentation Efficiently with Lightweight Blocks	May 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention	May 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix Augmentation	May 10, 2024	Contrastive LearningDecoder	CodeCode Available	0
UnSegGNet: Unsupervised Image Segmentation using Graph Neural Networks	May 9, 2024	Image SegmentationObject Recognition	CodeCode Available	0
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial Continuity	May 9, 2024	Image SegmentationSegmentation	CodeCode Available	0
Enhancing surgical instrument segmentation: integrating vision transformer insights with adapter	May 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation	May 8, 2024	Image SegmentationMamba	—Unverified	0
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary data	May 6, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
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	0
On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural Networks	May 5, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection	May 5, 2024	Autonomous DrivingDecoder	—Unverified	0
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded Systems	May 3, 2024	Autonomous NavigationImage Segmentation	CodeCode Available	0
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks	May 3, 2024	FairnessImage Segmentation	—Unverified	0
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation	May 2, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image Segmentation	May 2, 2024	Data AugmentationDomain Generalization	CodeCode Available	1
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks	May 2, 2024	Image SegmentationSegmentation	—Unverified	0
Automated Virtual Product Placement and Assessment in Images using Diffusion Models	May 2, 2024	Image SegmentationMarketing	—Unverified	0
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey	May 2, 2024	image-classificationImage Classification	—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