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 2726–2750 of 5035 papers

Title	Date	Tasks	Status
Efficient Medical Image Segmentation with Intermediate Supervision Mechanism	Nov 15, 2020	DecoderImage Segmentation	—Unverified
Efficient Neural Architecture Search on Low-Dimensional Data for OCT Image Segmentation	May 7, 2019	Deep LearningImage Segmentation	—Unverified
Efficient OCT Image Segmentation Using Neural Architecture Search	Jul 28, 2020	Image SegmentationNeural Architecture Search	—Unverified
Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis	Apr 18, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Efficient piecewise training of deep structured models for semantic segmentation	Apr 4, 2015	Image SegmentationSegmentation	—Unverified
Efficient Prototype Consistency Learning in Medical Image Segmentation via Joint Uncertainty and Data Augmentation	May 22, 2025	Data AugmentationImage Segmentation	—Unverified
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report	Nov 7, 2022	Bokeh Effect RenderingDepth Estimation	—Unverified
Efficient Video Semantic Segmentation with Labels Propagation and Refinement	Dec 26, 2019	CPUGPU	—Unverified
EGMM: an Evidential Version of the Gaussian Mixture Model for Clustering	Oct 3, 2020	Brain Image SegmentationClustering	—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
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
ELEV-VISION: Automated Lowest Floor Elevation Estimation from Segmenting Street View Images	Jun 5, 2023	Image SegmentationSemantic Segmentation	—Unverified
ELEV-VISION-SAM: Integrated Vision Language and Foundation Model for Automated Estimation of Building Lowest Floor Elevation	Apr 19, 2024	Image Segmentationobject-detection	—Unverified
Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis	Dec 12, 2024	AllClassification	—Unverified
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation	Aug 27, 2019	Image SegmentationMedical Image Segmentation	—Unverified
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks	Feb 20, 2021	DenoisingEdge Detection	—Unverified
EMDS-6: Environmental Microorganism Image Dataset Sixth Version for Image Denoising, Segmentation, Feature Extraction, Classification and Detection Methods Evaluation	Dec 14, 2021	Denoisingimage-classification	—Unverified
EmoCAM: Toward Understanding What Drives CNN-based Emotion Recognition	Jul 19, 2024	Emotion Recognitionimage-classification	—Unverified
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging	Jul 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Empirical curvelet based Fully Convolutional Network for supervised texture image segmentation	Oct 28, 2024	Image SegmentationSemantic Segmentation	—Unverified
Empirical Evaluation of the Segment Anything Model (SAM) for Brain Tumor Segmentation	Oct 9, 2023	Brain Tumor SegmentationData Augmentation	—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