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 4676–4700 of 5035 papers

Title	Date	Tasks	Status
Adapting Segment Anything Model (SAM) to Experimental Datasets via Fine-Tuning on GAN-based Simulation: A Case Study in Additive Manufacturing	Dec 16, 2024	Computational EfficiencyGenerative Adversarial Network	CodeCode Available
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI Scans	Mar 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
An efficient iterative thresholding method for image segmentation	Aug 4, 2016	Image SegmentationSemantic Segmentation	CodeCode Available
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker Decomposition	Apr 15, 2024	Computational EfficiencyGPU	CodeCode Available
Post-Training Quantization for 3D Medical Image Segmentation: A Practical Study on Real Inference Engines	Jan 28, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
Shape-intensity knowledge distillation for robust medical image segmentation	Sep 26, 2024	Image SegmentationKnowledge Distillation	CodeCode Available
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image Segmentation	Jan 29, 2024	Active LearningImage Segmentation	CodeCode Available
Shape Modeling with Spline Partitions	Aug 5, 2021	Image SegmentationSemantic Segmentation	CodeCode Available
A General Pipeline for Glomerulus Whole-Slide Image Segmentation	Nov 7, 2024	Image SegmentationSegmentation	CodeCode Available
Brain Tumor Segmentation using Enhanced U-Net Model with Empirical Analysis	Oct 24, 2022	Brain Tumor SegmentationDecoder	CodeCode Available
Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation	May 30, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
Practical Region-level Attack against Segment Anything Models	Apr 12, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Deconver: A Deconvolutional Network for Medical Image Segmentation	Apr 1, 2025	Image RestorationImage Segmentation	CodeCode Available
How to scale hyperparameters for quickshift image segmentation	Jan 23, 2022	Image SegmentationSemantic Segmentation	CodeCode Available
DDSL: Deep Differentiable Simplex Layer for Learning Geometric Signals	Jan 30, 2019	Image SegmentationSemantic Segmentation	CodeCode Available
Predictive Accuracy-Based Active Learning for Medical Image Segmentation	May 1, 2024	Active LearningDiversity	CodeCode Available
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey	May 5, 2023	BenchmarkingImage Generation	CodeCode Available
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?	Sep 3, 2021	HippocampusImage Segmentation	CodeCode Available
HMRF-EM-image: Implementation of the Hidden Markov Random Field Model and its Expectation-Maximization Algorithm	Jul 15, 2012	Image SegmentationSegmentation	CodeCode Available
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization	Dec 30, 2024	Image SegmentationSegmentation	CodeCode Available
Box Supervised Video Segmentation Proposal Network	Feb 14, 2022	Image SegmentationMotion Compensation	CodeCode Available
Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and Classification	Nov 17, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Shortcut Learning in Medical Image Segmentation	Mar 11, 2024	image-classificationImage Classification	CodeCode Available
Shortest Paths in Graphs with Matrix-Valued Edges: Concepts, Algorithm and Application to 3D Multi-Shape Analysis	Dec 8, 2021	Image SegmentationSemantic Segmentation	CodeCode Available
UnSegGNet: Unsupervised Image Segmentation using Graph Neural Networks	May 9, 2024	Image SegmentationObject Recognition	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