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 551–575 of 5035 papers

Title	Date	Tasks	Status	Hype
Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking Systems	Mar 23, 2024	Dimensionality ReductionDomain Adaptation	CodeCode Available	1
ABANet: Attention boundary-aware network for image segmentation	May 17, 2024	Face RecognitionFacial Expression Recognition	CodeCode Available	1
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation	Sep 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep ContourFlow: Advancing Active Contours with Deep Learning	Jul 15, 2024	Deep LearningImage Segmentation	CodeCode Available	1
Deep clustering: Discriminative embeddings for segmentation and separation	Aug 18, 2015	ClusteringDeep Clustering	CodeCode Available	1
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond	Apr 30, 2020	Image RegistrationImage Segmentation	CodeCode Available	1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learning	Jun 9, 2023	Computed Tomography (CT)Image Denoising	CodeCode Available	1
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering	Dec 12, 2022	ClusteringGraph Neural Network	CodeCode Available	1
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation	Apr 2, 2021	3D geometryDecoder	CodeCode Available	1
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation	May 31, 2020	DecoderImage Segmentation	CodeCode Available	1
Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder	Jun 28, 2025	Image SegmentationLarge Language Model	CodeCode Available	1
DB-SAM: Delving into High Quality Universal Medical Image Segmentation	Oct 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation	Jul 27, 2022	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation	Feb 2, 2022	DecoderImage Segmentation	CodeCode Available	1
Deep Active Learning for Axon-Myelin Segmentation on Histology Data	Jul 11, 2019	Active LearningAnatomy	CodeCode Available	1
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation	Dec 27, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows	May 30, 2021	GPUImage Segmentation	CodeCode Available	1
DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort	Apr 13, 2021	DecoderImage 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
AdaptiveClick: Clicks-aware Transformer with Adaptive Focal Loss for Interactive Image Segmentation	May 7, 2023	DecoderImage Segmentation	CodeCode Available	1
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano Transcription	Jan 9, 2025	DenoisingImage Segmentation	CodeCode Available	1
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation	Oct 19, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation	Feb 13, 2023	DiagnosticImage Segmentation	CodeCode Available	1
Deep Multi-Threshold Spiking-UNet for Image Processing	Jul 20, 2023	DenoisingImage Segmentation	CodeCode Available	1
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image Segmentation	Mar 3, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1

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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