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 2126–2150 of 5035 papers

Title	Date	Tasks	Status	Hype
Segment Everything Everywhere All at Once	Apr 13, 2023	AllDecoder	CodeCode Available	1
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel Segmentation	Apr 13, 2023	Image SegmentationSegmentation	CodeCode Available	0
Improving Segmentation of Objects with Varying Sizes in Biomedical Images using Instance-wise and Center-of-Instance Segmentation Loss Function	Apr 13, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training	Apr 13, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
UniverSeg: Universal Medical Image Segmentation	Apr 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
SAMM (Segment Any Medical Model): A 3D Slicer Integration to SAM	Apr 12, 2023	Image SegmentationSegmentation	CodeCode Available	2
Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation	Apr 12, 2023	channel selectionFederated Learning	CodeCode Available	2
Scale-Equivariant Deep Learning for 3D Data	Apr 12, 2023	Deep LearningImage Segmentation	CodeCode Available	0
Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications	Apr 12, 2023	Image SegmentationSegmentation	CodeCode Available	1
Automated computed tomography and magnetic resonance imaging segmentation using deep learning: a beginner's guide	Apr 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical Learning	Apr 11, 2023	Binary ClassificationImage Segmentation	CodeCode Available	0
Mask-conditioned latent diffusion for generating gastrointestinal polyp images	Apr 11, 2023	Image GenerationImage Segmentation	CodeCode Available	1
Scale-Space Hypernetworks for Efficient Biomedical Imaging	Apr 11, 2023	Computational EfficiencyImage Segmentation	—Unverified	0
Utilizing Neural Networks for Semantic Segmentation on RGB/LiDAR Fused Data for Off-road Autonomous Military Vehicle Perception	Apr 10, 2023	2D Semantic SegmentationAutonomous Vehicles	CodeCode Available	0
SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model	Apr 10, 2023	Image GenerationImage Segmentation	—Unverified	0
Scale-Equivariant UNet for Histopathology Image Segmentation	Apr 10, 2023	Image SegmentationSegmentation	—Unverified	0
ADS_UNet: A Nested UNet for Histopathology Image Segmentation	Apr 10, 2023	DecoderGPU	—Unverified	0
BerDiff: Conditional Bernoulli Diffusion Model for Medical Image Segmentation	Apr 10, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Self-training with dual uncertainty for semi-supervised medical image segmentation	Apr 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Ambiguous Medical Image Segmentation using Diffusion Models	Apr 10, 2023	DiagnosticDiversity	CodeCode Available	2
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation	Apr 10, 2023	Image SegmentationLesion Segmentation	—Unverified	0
Segment Anything Model (SAM) for Digital Pathology: Assess Zero-shot Segmentation on Whole Slide Imaging	Apr 9, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Transformer Utilization in Medical Image Segmentation Networks	Apr 9, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Marginal Thresholding in Noisy Image Segmentation	Apr 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
MedGen3D: A Deep Generative Framework for Paired 3D Image and Mask Generation	Apr 8, 2023	Image SegmentationMedical Image 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