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 4426–4450 of 5035 papers

Title	Date	Tasks	Status
A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labeling	Jan 25, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective	Feb 2, 2025	FairnessImage Segmentation	CodeCode Available
Laplacian Segmentation Networks Improve Epistemic Uncertainty Quantification	Mar 23, 2023	Image SegmentationSegmentation	CodeCode Available
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUs	Jul 31, 2024	DecoderImage Segmentation	CodeCode Available
Distributing Deep Learning Hyperparameter Tuning for 3D Medical Image Segmentation	Oct 29, 2021	BenchmarkingBrain Tumor Segmentation	CodeCode Available
The Importance of Skip Connections in Biomedical Image Segmentation	Aug 14, 2016	Image SegmentationSemantic Segmentation	CodeCode Available
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image Segmentation	Jul 7, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Language-Based Image Editing with Recurrent Attentive Models	Nov 16, 2017	ColorizationImage Colorization	CodeCode Available
LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation	Jun 22, 2020	Image SegmentationSegmentation	CodeCode Available
Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data	Oct 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Selective Information Passing for MR/CT Image Segmentation	Oct 10, 2020	DecoderImage Segmentation	CodeCode Available
Central object segmentation by deep learning for fruits and other roundish objects	Aug 4, 2020	Image SegmentationPosition	CodeCode Available
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation Models	Jul 4, 2022	Classificationimage-classification	CodeCode Available
Center Smoothing: Certified Robustness for Networks with Structured Outputs	Feb 19, 2021	Adversarial RobustnessDimensionality Reduction	CodeCode Available
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation	Sep 12, 2024	Image SegmentationMedical Diagnosis	CodeCode Available
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available
LACFormer: Toward accurate and efficient polyp segmentation	Nov 23, 2023	DecoderImage Segmentation	CodeCode Available
On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural Networks	May 5, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor Segmentation	Jun 5, 2019	Brain Tumor SegmentationImage Segmentation	CodeCode Available
CE-Net: Context Encoder Network for 2D Medical Image Segmentation	Mar 7, 2019	Cell SegmentationDecoder	CodeCode Available
One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt	Apr 17, 2023	Image SegmentationOne-Shot Segmentation	CodeCode Available
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging Data	Jul 27, 2023	Brain Image SegmentationImage Registration	CodeCode Available
Label Refinement Network from Synthetic Error Augmentation for Medical Image Segmentation	Sep 14, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available
Kvasir-SEG: A Segmented Polyp Dataset	Nov 16, 2019	Image SegmentationMedical Image Analysis	CodeCode Available
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation	Aug 7, 2024	Data AugmentationImage Reconstruction	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