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 2201–2225 of 5035 papers

Title	Date	Tasks	Status	Hype
Feature Alignment and Uniformity for Test Time Adaptation	Mar 20, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
Open-vocabulary Panoptic Segmentation with Embedding Modulation	Mar 20, 2023	Image SegmentationOpen Vocabulary Panoptic Segmentation	—Unverified	0
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation	Mar 20, 2023	Computed Tomography (CT)Decoder	CodeCode Available	2
Neural Implicit Vision-Language Feature Fields	Mar 20, 2023	Image SegmentationLanguage Modeling	CodeCode Available	1
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation	Mar 19, 2023	Dimensionality ReductionEnsemble Learning	—Unverified	0
Uncertainty Driven Bottleneck Attention U-net for Organ at Risk Segmentation	Mar 19, 2023	Computed Tomography (CT)Decoder	CodeCode Available	0
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning	Mar 19, 2023	Image SegmentationInteractive Segmentation	—Unverified	0
HybridMIM: A Hybrid Masked Image Modeling Framework for 3D Medical Image Segmentation	Mar 18, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
Lung segmentation with NASNet-Large-Decoder Net	Mar 18, 2023	DecoderImage Segmentation	CodeCode Available	0
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation	Mar 17, 2023	DecoderImage Segmentation	CodeCode Available	2
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
SwinVFTR: A Novel Volumetric Feature-learning Transformer for 3D OCT Fluid Segmentation	Mar 16, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation	Mar 15, 2023	Image SegmentationScene Segmentation	—Unverified	0
Hyperspectral Image Segmentation: A Preliminary Study on the Oral and Dental Spectral Image Database (ODSI-DB)	Mar 14, 2023	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	0
HALOS: Hallucination-free Organ Segmentation after Organ Resection Surgery	Mar 14, 2023	AnatomyDeep Learning	CodeCode Available	0
MP-Former: Mask-Piloted Transformer for Image Segmentation	Mar 13, 2023	DecoderImage Segmentation	CodeCode Available	1
Spatial Correspondence between Graph Neural Network-Segmented Images	Mar 12, 2023	Graph Neural NetworkImage Segmentation	—Unverified	0
Semantics-Aware Dynamic Localization and Refinement for Referring Image Segmentation	Mar 11, 2023	Image SegmentationObject	—Unverified	0
Token Sparsification for Faster Medical Image Segmentation	Mar 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Joint ANN-SNN Co-training for Object Localization and Image Segmentation	Mar 10, 2023	Image Segmentationobject-detection	—Unverified	0
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images	Mar 10, 2023	Data AugmentationImage Generation	CodeCode Available	0
Explainable Semantic Medical Image Segmentation with Style	Mar 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Scaling Up 3D Kernels with Bayesian Frequency Re-parameterization for Medical Image Segmentation	Mar 10, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions	Mar 10, 2023	DenoisingImage Segmentation	—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