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 776–800 of 5035 papers

Title	Date	Tasks	Status	Hype
The Dice loss in the context of missing or empty labels: Introducing Φ and ε	Jul 19, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
A hierarchical semantic segmentation framework for computer vision-based bridge damage detection	Jul 18, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation	Jul 18, 2022	DecoderImage Segmentation	CodeCode Available	1
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation	Jul 16, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Personalizing Federated Medical Image Segmentation via Local Calibration	Jul 11, 2022	channel selectionFederated Learning	CodeCode Available	1
TFCNs: A CNN-Transformer Hybrid Network for Medical Image Segmentation	Jul 7, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Unsupervised Domain Adaptation through Shape Modeling for Medical Image Segmentation	Jul 6, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image Segmentation	Jul 2, 2022	Active LearningBenchmarking	CodeCode Available	1
vMFNet: Compositionality Meets Domain-generalised Segmentation	Jun 29, 2022	AnatomyImage Segmentation	CodeCode Available	1
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning	Jun 29, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation	Jun 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
RankSEG: A Consistent Ranking-based Framework for Segmentation	Jun 27, 2022	GPUImage Segmentation	CodeCode Available	1
Omni-Seg: A Scale-aware Dynamic Network for Renal Pathological Image Segmentation	Jun 27, 2022	Image SegmentationSegmentation	CodeCode Available	1
Evidence fusion with contextual discounting for multi-modality medical image segmentation	Jun 23, 2022	DecoderImage Segmentation	CodeCode Available	1
Using the Polar Transform for Efficient Deep Learning-Based Aorta Segmentation in CTA Images	Jun 21, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image Segmentation	Jun 18, 2022	Deep LearningImage Segmentation	CodeCode Available	1
Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy Labels	Jun 16, 2022	Image SegmentationLearning with noisy labels	CodeCode Available	1
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation	Jun 16, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Fitting Segmentation Networks on Varying Image Resolutions using Splatting	Jun 13, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation	Jun 6, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation	Jun 3, 2022	DecoderImage Segmentation	CodeCode Available	1
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation	Jun 2, 2022	Data AugmentationDecoder	CodeCode Available	1
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet	Jun 2, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
The Fully Convolutional Transformer for Medical Image Segmentation	Jun 1, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
SemAffiNet: Semantic-Affine Transformation for Point Cloud Segmentation	May 26, 2022	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