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 2226–2250 of 5035 papers

Title	Date	Tasks	Status	Hype
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions	Mar 10, 2023	DenoisingImage Segmentation	—Unverified	0
CFR-ICL: Cascade-Forward Refinement with Iterative Click Loss for Interactive Image Segmentation	Mar 9, 2023	Image AugmentationImage Segmentation	CodeCode Available	0
Retinal Image Segmentation with Small Datasets	Mar 9, 2023	AnatomyData Augmentation	—Unverified	0
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	0
CANet: Context aware network with dual-stream pyramid for medical image segmentation	Mar 5, 2023	2D Semantic SegmentationDecoder	CodeCode Available	0
Unleashing Text-to-Image Diffusion Models for Visual Perception	Mar 3, 2023	DenoisingDepth Estimation	CodeCode Available	2
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability	Mar 3, 2023	Cardiac SegmentationDomain Generalization	—Unverified	0
Transmission-Guided Bayesian Generative Model for Smoke Segmentation	Mar 2, 2023	Image DehazingImage Segmentation	CodeCode Available	1
Swin Deformable Attention Hybrid U-Net for Medical Image Segmentation	Feb 28, 2023	Image SegmentationLesion Segmentation	—Unverified	0
Kartezio: Evolutionary Design of Explainable Pipelines for Biomedical Image Analysis	Feb 28, 2023	DiversityImage Segmentation	CodeCode Available	1
Towards Surgical Context Inference and Translation to Gestures	Feb 28, 2023	Image SegmentationScene Segmentation	CodeCode Available	0
MPS-AMS: Masked Patches Selection and Adaptive Masking Strategy Based Self-Supervised Medical Image Segmentation	Feb 27, 2023	Contrastive LearningImage Segmentation	—Unverified	0
RemoteNet: Remote Sensing Image Segmentation Network based on Global-Local Information	Feb 25, 2023	DecoderImage Segmentation	—Unverified	0
nnUNet RASPP for Retinal OCT Fluid Detection, Segmentation and Generalisation over Variations of Data Sources	Feb 25, 2023	AnatomyImage Segmentation	—Unverified	0
On-Device Unsupervised Image Segmentation	Feb 24, 2023	Image SegmentationSegmentation	—Unverified	0
A Knowledge Distillation framework for Multi-Organ Segmentation of Medaka Fish in Tomographic Image	Feb 24, 2023	Computed Tomography (CT)Image Segmentation	—Unverified	0
PLU-Net: Extraction of multi-scale feature fusion	Feb 23, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Patch Network for medical image Segmentation	Feb 23, 2023	Image SegmentationLesion Segmentation	—Unverified	0
Video-SwinUNet: Spatio-temporal Deep Learning Framework for VFSS Instance Segmentation	Feb 22, 2023	DecoderImage 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
Evaluation of Extra Pixel Interpolation with Mask Processing for Medical Image Segmentation with Deep Learning	Feb 22, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Slim U-Net: Efficient Anatomical Feature Preserving U-net Architecture for Ultrasound Image Segmentation	Feb 22, 2023	AnatomyComputational Efficiency	—Unverified	0
Non-pooling Network for medical image segmentation	Feb 21, 2023	DecoderImage Segmentation	—Unverified	0
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism	Feb 20, 2023	DecoderImage Segmentation	—Unverified	0
SEMI-PointRend: Improved Semiconductor Wafer Defect Classification and Segmentation as Rendering	Feb 19, 2023	Image SegmentationInstance 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