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 1026–1050 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image Segmentation	Mar 3, 2024	Earth ObservationImage Segmentation	CodeCode Available	1	5
M^4oE: A Foundation Model for Medical Multimodal Image Segmentation with Mixture of Experts	May 15, 2024	Image SegmentationMixture-of-Experts	CodeCode Available	1	5
CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation	May 1, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	1	5
3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation	Sep 4, 2019	image-classificationImage Classification	CodeCode Available	1	5
Cross-Modal Progressive Comprehension for Referring Segmentation	May 15, 2021	AttributeImage Segmentation	CodeCode Available	1	5
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	Jul 26, 2020	DecoderImage Segmentation	CodeCode Available	1	5
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation	Nov 3, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1	5
Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation	Mar 15, 2021	Cardiac SegmentationContrastive Learning	CodeCode Available	1	5
A survey of loss functions for semantic segmentation	Jun 26, 2020	Image SegmentationSegmentation	CodeCode Available	1	5
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation	Apr 11, 2024	Cardiac SegmentationImage Segmentation	CodeCode Available	1	5
Lung Segmentation from Chest X-rays using Variational Data Imputation	May 20, 2020	Data AugmentationImage Segmentation	CodeCode Available	1	5
Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels	May 2, 2023	Contrastive Learningimage-classification	CodeCode Available	1	5
CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation	Jun 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
LoG-VMamba: Local-Global Vision Mamba for Medical Image Segmentation	Aug 26, 2024	Image SegmentationMamba	CodeCode Available	1	5
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook	Dec 8, 2023	Image SegmentationSegmentation	CodeCode Available	1	5
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation	Jan 11, 2023	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1	5
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation	Mar 4, 2021	Image SegmentationInductive Bias	CodeCode Available	1	5
LLMBind: A Unified Modality-Task Integration Framework	Feb 22, 2024	AI AgentAudio Generation	CodeCode Available	1	5
Continuous Conditional Random Field Convolution for Point Cloud Segmentation	Oct 12, 2021	Image SegmentationPoint Cloud Segmentation	CodeCode Available	1	5
AIF-SFDA: Autonomous Information Filter-driven Source-Free Domain Adaptation for Medical Image Segmentation	Jan 6, 2025	Domain AdaptationImage Segmentation	CodeCode Available	1	5
Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation	Jul 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Continual Learning for Image Segmentation with Dynamic Query	Nov 29, 2023	Continual LearningDiversity	CodeCode Available	1	5
Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation	Oct 8, 2023	Data AugmentationImage Segmentation	CodeCode Available	1	5
CRIS: CLIP-Driven Referring Image Segmentation	Nov 30, 2021	Contrastive LearningDecoder	CodeCode Available	1	5
CrackSegDiff: Diffusion Probability Model-based Multi-modal Crack Segmentation	Oct 10, 2024	Crack SegmentationDenoising	CodeCode Available	1	5

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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