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 2576–2600 of 5035 papers

Title	Date	Tasks	Status	Hype
Subject-Specific Lesion Generation and Pseudo-Healthy Synthesis for Multiple Sclerosis Brain Images	Aug 3, 2022	Brain Image SegmentationData Augmentation	CodeCode Available	0
A Robust Morphological Approach for Semantic Segmentation of Very High Resolution Images	Aug 2, 2022	Image SegmentationSegmentation	—Unverified	0
Lung nodules segmentation from CT with DeepHealth toolkit	Aug 1, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation	Aug 1, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
FixMatchSeg: Fixing FixMatch for Semi-Supervised Semantic Segmentation	Jul 31, 2022	AnatomyImage Segmentation	—Unverified	0
PVBM: A Python Vasculature Biomarker Toolbox Based On Retinal Blood Vessel Segmentation	Jul 31, 2022	Image SegmentationSegmentation	CodeCode Available	1
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation	Jul 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images	Jul 29, 2022	DecoderImage Segmentation	—Unverified	0
Beyond CNNs: Exploiting Further Inherent Symmetries in Medical Image Segmentation	Jul 29, 2022	Image SegmentationLesion Segmentation	—Unverified	0
A Transformer-based Generative Adversarial Network for Brain Tumor Segmentation	Jul 28, 2022	Brain Tumor SegmentationDecoder	—Unverified	0
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation	Jul 28, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation	Jul 27, 2022	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1
Two-Stream UNET Networks for Semantic Segmentation in Medical Images	Jul 27, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image Segmentation	Jul 27, 2022	Domain AdaptationImage Generation	CodeCode Available	0
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model	Jul 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
A Study on the Use of Edge TPUs for Eye Fundus Image Segmentation	Jul 26, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Flow 2.0 -a flexible, scalable, cross-platform post-processing software for realtime phase contrast sequences	Jul 26, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
Exploring Generalizable Distillation for Efficient Medical Image Segmentation	Jul 26, 2022	DecoderImage Segmentation	CodeCode Available	0
Learning-Based Keypoint Registration for Fetoscopic Mosaicking	Jul 26, 2022	Image SegmentationSegmentation	—Unverified	0
ConvUNeXt: An efficient convolution neural network for medical image segmentation	Jul 25, 2022	DecoderImage Segmentation	CodeCode Available	0
OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation	Jul 25, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
What is Healthy? Generative Counterfactual Diffusion for Lesion Localization	Jul 25, 2022	counterfactualImage Segmentation	CodeCode Available	1
PCA: Semi-supervised Segmentation with Patch Confidence Adversarial Training	Jul 24, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified	0
BuyTheDips: PathLoss for improved topology-preserving deep learning-based image segmentation	Jul 23, 2022	Image SegmentationSegmentation	CodeCode Available	0
High-Resolution Swin Transformer for Automatic Medical Image Segmentation	Jul 23, 2022	Brain Tumor SegmentationDecoder	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