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 4776–4800 of 5035 papers

Title	Date	Tasks	Status
Bottom-Up Shift and Reasoning for Referring Image Segmentation	Jun 19, 2021	Image SegmentationSegmentation	CodeCode Available
Going to Extremes: Weakly Supervised Medical Image Segmentation	Sep 25, 2020	BIG-bench Machine LearningImage Segmentation	CodeCode Available
GMM-Based Hidden Markov Random Field for Color Image and 3D Volume Segmentation	Dec 18, 2012	Image SegmentationSegmentation	CodeCode Available
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model	Dec 17, 2023	Image SegmentationSegmentation	CodeCode Available
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation	Jan 6, 2025	Cardiac SegmentationImage Segmentation	CodeCode Available
Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators	May 29, 2019	Audio Source SeparationImage Generation	CodeCode Available
An application of cascaded 3D fully convolutional networks for medical image segmentation	Mar 14, 2018	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available
Quantifying Knee Cartilage Shape and Lesion: From Image to Metrics	Sep 11, 2024	Data VisualizationImage Registration	CodeCode Available
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference	Oct 5, 2020	Computational EfficiencyImage Segmentation	CodeCode Available
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer	Apr 17, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast Objects	Dec 5, 2024	Image SegmentationInteractive Segmentation	CodeCode Available
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation	Apr 27, 2024	BraTS2021Image Segmentation	CodeCode Available
SMRVIS: Point cloud extraction from 3-D ultrasound for non-destructive testing	Jun 7, 2023	Image SegmentationSemantic Segmentation	CodeCode Available
SMTF: Sparse transformer with multiscale contextual fusion for medical image segmentation	Mar 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Visual Material Characteristics Learning for Circular Healthcare	Sep 9, 2023	Image SegmentationPoint Tracking	CodeCode Available
Blackbox Adaptation for Medical Image Segmentation	May 17, 2024	DecoderImage Segmentation	CodeCode Available
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation	Oct 6, 2024	Domain AdaptationImage Segmentation	CodeCode Available
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical Imaging	Dec 4, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Binary segmentation of medical images using implicit spline representations and deep learning	Feb 25, 2021	Image SegmentationSegmentation	CodeCode Available
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation	Jan 8, 2025	Dichotomous Image SegmentationImage Matting	CodeCode Available
Gleason Grading of Histology Prostate Images through Semantic Segmentation via Residual U-Net	May 22, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results	Dec 19, 2021	BenchmarkingBrain Tumor Segmentation	CodeCode Available
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation	May 13, 2024	DecoderImage Segmentation	CodeCode Available
QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image Segmentation	Mar 12, 2025	Active LearningImage Segmentation	CodeCode Available
Quickshift++: Provably Good Initializations for Sample-Based Mean Shift	May 21, 2018	ClusteringImage Segmentation	CodeCode Available

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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