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 1176–1200 of 5035 papers

Title	Date	Tasks	Status	Hype
Inter-slice Context Residual Learning for 3D Medical Image Segmentation	Nov 28, 2020	Brain Tumor SegmentationDecoder	CodeCode Available	1
AutoFocusFormer: Image Segmentation off the Grid	Apr 24, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision	Mar 3, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Contrastive Pretraining for Echocardiography Segmentation with Limited Data	Jan 16, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano Transcription	Jan 9, 2025	DenoisingImage Segmentation	CodeCode Available	1
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows	May 30, 2021	GPUImage Segmentation	CodeCode Available	1
Hyper-Convolution Networks for Biomedical Image Segmentation	May 21, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation	Dec 27, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net	Jun 24, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms	Nov 20, 2023	Conformal PredictionImage Segmentation	CodeCode Available	1
Automated computed tomography and magnetic resonance imaging segmentation using deep learning: a beginner's guide	Apr 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations	Jun 8, 2020	AnatomyImage Segmentation	CodeCode Available	1
Medical Image Segmentation Using Squeeze-and-Expansion Transformers	May 20, 2021	Brain Tumor SegmentationDomain Generalization	CodeCode Available	1
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition	May 20, 2025	Conformal PredictionImage Segmentation	—Unverified	0
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review	Jul 9, 2024	Image SegmentationSegmentation	—Unverified	0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts	Dec 7, 2016	Image SegmentationMedical Image Segmentation	—Unverified	0
Connectivity-Driven Parcellation Methods for the Human Cerebral Cortex	Feb 17, 2018	ClusteringImage Segmentation	—Unverified	0
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers	Dec 19, 2023	DenoisingImage Segmentation	—Unverified	0
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation	Jul 18, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images	Oct 25, 2022	DecoderImage Segmentation	—Unverified	0
A Sparse Graph Formulation for Efficient Spectral Image Segmentation	Jun 22, 2023	Image SegmentationSegmentation	—Unverified	0
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation	Jun 8, 2022	Contrastive LearningDomain Adaptation	—Unverified	0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation	Jun 18, 2019	Active LearningImage Segmentation	—Unverified	0
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection	Oct 5, 2021	DecoderDeep Learning	—Unverified	0

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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