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 651–675 of 5035 papers

Title	Date	Tasks	Status	Hype
Learning with Explicit Shape Priors for Medical Image Segmentation	Mar 31, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1
Directional Connectivity-based Segmentation of Medical Images	Mar 31, 2023	DisentanglementImage Segmentation	CodeCode Available	1
Zero-shot Referring Image Segmentation with Global-Local Context Features	Mar 31, 2023	Image SegmentationReferring Expression	CodeCode Available	1
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation	Mar 29, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation	Mar 29, 2023	DecoderImage Segmentation	CodeCode Available	1
IFSeg: Image-free Semantic Segmentation via Vision-Language Model	Mar 25, 2023	Image SegmentationLanguage Modeling	CodeCode Available	1
MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation	Mar 25, 2023	Image SegmentationLesion Segmentation	CodeCode Available	1
Few Shot Medical Image Segmentation with Cross Attention Transformer	Mar 24, 2023	Few-Shot LearningImage Segmentation	CodeCode Available	1
Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation	Mar 24, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Orthogonal Annotation Benefits Barely-supervised Medical Image Segmentation	Mar 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MI-SegNet: Mutual Information-Based US Segmentation for Unseen Domain Generalization	Mar 22, 2023	AnatomyDisentanglement	CodeCode Available	1
Focused and Collaborative Feedback Integration for Interactive Image Segmentation	Mar 21, 2023	Image SegmentationSegmentation	CodeCode Available	1
Neural Implicit Vision-Language Feature Fields	Mar 20, 2023	Image SegmentationLanguage Modeling	CodeCode Available	1
Feature Alignment and Uniformity for Test Time Adaptation	Mar 20, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
Object-Centric Slot Diffusion	Mar 20, 2023	Image GenerationImage Segmentation	CodeCode Available	1
HybridMIM: A Hybrid Masked Image Modeling Framework for 3D Medical Image Segmentation	Mar 18, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
Prototype Knowledge Distillation for Medical Segmentation with Missing Modality	Mar 17, 2023	Image SegmentationKnowledge Distillation	CodeCode Available	1
MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling	Mar 16, 2023	Domain AdaptationDomain Generalization	CodeCode Available	1
MP-Former: Mask-Piloted Transformer for Image Segmentation	Mar 13, 2023	DecoderImage Segmentation	CodeCode Available	1
Scaling Up 3D Kernels with Bayesian Frequency Re-parameterization for Medical Image Segmentation	Mar 10, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1
Importance of Aligning Training Strategy with Evaluation for Diffusion Models in 3D Multiclass Segmentation	Mar 10, 2023	DenoisingImage Segmentation	CodeCode Available	1
Transmission-Guided Bayesian Generative Model for Smoke Segmentation	Mar 2, 2023	Image DehazingImage Segmentation	CodeCode Available	1
Kartezio: Evolutionary Design of Explainable Pipelines for Biomedical Image Analysis	Feb 28, 2023	DiversityImage Segmentation	CodeCode Available	1
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning	Feb 22, 2023	Image SegmentationImage Super-Resolution	CodeCode Available	1
Video-SwinUNet: Spatio-temporal Deep Learning Framework for VFSS Instance Segmentation	Feb 22, 2023	DecoderImage 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