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 2526–2550 of 5035 papers

Title	Date	Tasks	Status	Hype
Multi-task Swin Transformer for Motion Artifacts Classification and Cardiac Magnetic Resonance Image Segmentation	Sep 6, 2022	AnatomyClassification	—Unverified	0
Source-Free Unsupervised Domain Adaptation with Norm and Shape Constraints for Medical Image Segmentation	Sep 3, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Mayfly optimization with deep learning enabled retinal fundus image classification model	Sep 1, 2022	image-classificationImage Classification	—Unverified	0
Self-Supervised Pretraining for 2D Medical Image Segmentation	Sep 1, 2022	Cardiac SegmentationImage Segmentation	CodeCode Available	1
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images	Sep 1, 2022	Boundary DetectionDecoder	CodeCode Available	1
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI	Aug 31, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Airway Tree Modeling Using Dual-channel 3D UNet 3+ with Vesselness Prior	Aug 30, 2022	Computed Tomography (CT)Image Segmentation	—Unverified	0
Boundary-Aware Network for Abdominal Multi-Organ Segmentation	Aug 29, 2022	DecoderImage Segmentation	CodeCode Available	1
Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis Diagnosis	Aug 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Boundary-Aware Network for Kidney Parsing	Aug 29, 2022	DecoderImage Segmentation	CodeCode Available	1
Segmentation of Parotid Gland Tumors Using Multimodal MRI and Contrastive Learning	Aug 26, 2022	Contrastive LearningDecoder	—Unverified	0
Seg4Reg+: Consistency Learning between Spine Segmentation and Cobb Angle Regression	Aug 26, 2022	global-optimizationImage Segmentation	—Unverified	0
Riesz-Quincunx-UNet Variational Auto-Encoder for Satellite Image Denoising	Aug 25, 2022	DenoisingImage Denoising	CodeCode Available	0
Multi-Modality Abdominal Multi-Organ Segmentation with Deep Supervised 3D Segmentation Model	Aug 24, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Cats: Complementary CNN and Transformer Encoders for Segmentation	Aug 24, 2022	3D Medical Imaging SegmentationDecoder	—Unverified	0
ForestEyes Project: Conception, Enhancements, and Challenges	Aug 24, 2022	AstronomyImage Segmentation	—Unverified	0
Q-Net: Query-Informed Few-Shot Medical Image Segmentation	Aug 24, 2022	Anomaly DetectionImage Segmentation	CodeCode Available	1
Deep Structural Causal Shape Models	Aug 23, 2022	counterfactualImage Segmentation	—Unverified	0
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical Image	Aug 23, 2022	Image SegmentationInductive Bias	CodeCode Available	0
Efficient Self-Supervision using Patch-based Contrastive Learning for Histopathology Image Segmentation	Aug 23, 2022	Contrastive LearningImage Segmentation	CodeCode Available	0
Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation	Aug 22, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Persuasion Strategies in Advertisements	Aug 20, 2022	Image SegmentationMarketing	CodeCode Available	1
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation	Aug 19, 2022	Deep LearningImage Segmentation	CodeCode Available	2
Low-light Enhancement Method Based on Attention Map Net	Aug 19, 2022	Image EnhancementImage Segmentation	—Unverified	0
EAA-Net: Rethinking the Autoencoder Architecture with Intra-class Features for Medical Image Segmentation	Aug 19, 2022	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