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 2776–2800 of 5035 papers

Title	Date	Tasks	Status
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation	Mar 15, 2023	Image SegmentationScene Segmentation	—Unverified
HALOS: Hallucination-free Organ Segmentation after Organ Resection Surgery	Mar 14, 2023	AnatomyDeep Learning	CodeCode Available
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
Spatial Correspondence between Graph Neural Network-Segmented Images	Mar 12, 2023	Graph Neural NetworkImage Segmentation	—Unverified
Token Sparsification for Faster Medical Image Segmentation	Mar 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Semantics-Aware Dynamic Localization and Refinement for Referring Image Segmentation	Mar 11, 2023	Image SegmentationObject	—Unverified
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions	Mar 10, 2023	DenoisingImage Segmentation	—Unverified
Joint ANN-SNN Co-training for Object Localization and Image Segmentation	Mar 10, 2023	Image Segmentationobject-detection	—Unverified
Explainable Semantic Medical Image Segmentation with Style	Mar 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images	Mar 10, 2023	Data AugmentationImage Generation	CodeCode Available
CFR-ICL: Cascade-Forward Refinement with Iterative Click Loss for Interactive Image Segmentation	Mar 9, 2023	Image AugmentationImage Segmentation	CodeCode Available
Retinal Image Segmentation with Small Datasets	Mar 9, 2023	AnatomyData Augmentation	—Unverified
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI Scans	Mar 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
CANet: Context aware network with dual-stream pyramid for medical image segmentation	Mar 5, 2023	2D Semantic SegmentationDecoder	CodeCode Available
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability	Mar 3, 2023	Cardiac SegmentationDomain Generalization	—Unverified
Towards Surgical Context Inference and Translation to Gestures	Feb 28, 2023	Image SegmentationScene Segmentation	CodeCode Available
Swin Deformable Attention Hybrid U-Net for Medical Image Segmentation	Feb 28, 2023	Image SegmentationLesion Segmentation	—Unverified
MPS-AMS: Masked Patches Selection and Adaptive Masking Strategy Based Self-Supervised Medical Image Segmentation	Feb 27, 2023	Contrastive LearningImage Segmentation	—Unverified
nnUNet RASPP for Retinal OCT Fluid Detection, Segmentation and Generalisation over Variations of Data Sources	Feb 25, 2023	AnatomyImage Segmentation	—Unverified
RemoteNet: Remote Sensing Image Segmentation Network based on Global-Local Information	Feb 25, 2023	DecoderImage Segmentation	—Unverified
A Knowledge Distillation framework for Multi-Organ Segmentation of Medaka Fish in Tomographic Image	Feb 24, 2023	Computed Tomography (CT)Image Segmentation	—Unverified
On-Device Unsupervised Image Segmentation	Feb 24, 2023	Image SegmentationSegmentation	—Unverified
Patch Network for medical image Segmentation	Feb 23, 2023	Image SegmentationLesion Segmentation	—Unverified
PLU-Net: Extraction of multi-scale feature fusion	Feb 23, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Evaluation of Extra Pixel Interpolation with Mask Processing for Medical Image Segmentation with Deep Learning	Feb 22, 2023	Image SegmentationMedical Image Segmentation	—Unverified

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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