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 1601–1625 of 5035 papers

Title	Date	Tasks	Status
EAVL: Explicitly Align Vision and Language for Referring Image Segmentation	Aug 18, 2023	Image SegmentationReferring Expression Segmentation	—Unverified
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features	Dec 3, 2018	Brain SegmentationBrain Tumor Segmentation	—Unverified
EAUWSeg: Eliminating annotation uncertainty in weakly-supervised medical image segmentation	Jan 3, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Brain Tumor Segmentation from MRI Images using Deep Learning Techniques	Apr 29, 2023	Brain Tumor ClassificationBrain Tumor Segmentation	—Unverified
Early Fusion of Features for Semantic Segmentation	Feb 8, 2024	Image SegmentationSegmentation	—Unverified
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation	Feb 1, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices	Jul 10, 2024	Image SegmentationSegmentation	—Unverified
CADFormer: Fine-Grained Cross-modal Alignment and Decoding Transformer for Referring Remote Sensing Image Segmentation	Mar 30, 2025	cross-modal alignmentImage Segmentation	—Unverified
Brain Tumor Segmentation: A Comparative Analysis	Mar 9, 2015	Brain Tumor SegmentationImage Segmentation	—Unverified
EAGLE: An Efficient Global Attention Lesion Segmentation Model for Hepatic Echinococcosis	Jun 25, 2025	Image SegmentationLesion Segmentation	—Unverified
CaDIS: Cataract Dataset for Image Segmentation	Jun 27, 2019	2D Semantic Segmentation task 1 (8 classes)2D Semantic Segmentation task 2 (17 classes)	—Unverified
Brain Tumor Detection Based On Mathematical Analysis and Symmetry Information	Mar 24, 2014	Brain Tumor SegmentationImage Segmentation	—Unverified
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets	Apr 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Financial Table Extraction in Image Documents	Mar 18, 2024	Image SegmentationOptical Character Recognition (OCR)	—Unverified
EAA-Net: Rethinking the Autoencoder Architecture with Intra-class Features for Medical Image Segmentation	Aug 19, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Enhancing CT Image synthesis from multi-modal MRI data based on a multi-task neural network framework	Dec 13, 2023	Image GenerationImage Segmentation	—Unverified
EigenRank by Committee: A Data Subset Selection and Failure Prediction paradigm for Robust Deep Learning based Medical Image Segmentation	Aug 17, 2019	Deep LearningImage Segmentation	—Unverified
A Region-based Randers Geodesic Approach for Image Segmentation	Dec 20, 2019	Boundary DetectionImage Segmentation	—Unverified
Brain Tumor Detection Based on Bilateral Symmetry Information	Dec 9, 2014	Image SegmentationMRI segmentation	—Unverified
EISeg: An Efficient Interactive Segmentation Tool based on PaddlePaddle	Oct 17, 2022	Image SegmentationInteractive Segmentation	—Unverified
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception	Oct 2, 2023	Autonomous DrivingImage Segmentation	—Unverified
ELBO-T2IAlign: A Generic ELBO-Based Method for Calibrating Pixel-level Text-Image Alignment in Diffusion Models	Jun 11, 2025	Image GenerationImage Segmentation	—Unverified
Deep models for stroke segmentation: do complex architectures always perform better?	Mar 25, 2024	Deep LearningImage Segmentation	—Unverified
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images	Jun 2, 2022	Image SegmentationSegmentation	—Unverified
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference	Feb 27, 2019	image-classificationImage Classification	—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