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

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Showing 2701–2725 of 5035 papers

Title	Date	Tasks	Status
Brain Tumor Segmentation from MRI Images using Deep Learning Techniques	Apr 29, 2023	Brain Tumor ClassificationBrain Tumor Segmentation	—Unverified
Quality-Adaptive Split-Federated Learning for Segmenting Medical Images with Inaccurate Annotations	Apr 28, 2023	Federated LearningImage Segmentation	—Unverified
SCOPE: Structural Continuity Preservation for Medical Image Segmentation	Apr 28, 2023	AnatomyImage Segmentation	—Unverified
SAM on Medical Images: A Comprehensive Study on Three Prompt Modes	Apr 28, 2023	Image SegmentationMedical Image Analysis	—Unverified
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation	Apr 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified
SkinSAM: Empowering Skin Cancer Segmentation with Segment Anything Model	Apr 27, 2023	Image SegmentationMedical Image Segmentation	—Unverified
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation	Apr 26, 2023	Domain AdaptationImage Segmentation	—Unverified
Mixing Data Augmentation with Preserving Foreground Regions in Medical Image Segmentation	Apr 26, 2023	Data AugmentationDeep Learning	—Unverified
Cluster Entropy: Active Domain Adaptation in Pathological Image Segmentation	Apr 26, 2023	Domain AdaptationImage Segmentation	—Unverified
STM-UNet: An Efficient U-shaped Architecture Based on Swin Transformer and Multi-scale MLP for Medical Image Segmentation	Apr 25, 2023	Image SegmentationMedical Image Segmentation	—Unverified
The Potential of Visual ChatGPT For Remote Sensing	Apr 25, 2023	Image SegmentationLine Detection	—Unverified
Segment anything, from space?	Apr 25, 2023	Image SegmentationSegmentation	—Unverified
Topology-Aware Focal Loss for 3D Image Segmentation	Apr 24, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture	Apr 22, 2023	DecoderDiagnostic	CodeCode Available
Deep Attention Unet: A Network Model with Global Feature Perception Ability	Apr 21, 2023	Deep AttentionImage Segmentation	—Unverified
DCELANM-Net:Medical Image Segmentation based on Dual Channel Efficient Layer Aggregation Network with Learner	Apr 19, 2023	Image SegmentationSelf-Supervised Learning	—Unverified
Realistic Data Enrichment for Robust Image Segmentation in Histopathology	Apr 19, 2023	Image AugmentationImage Segmentation	—Unverified
Few-shot Medical Image Segmentation via Cross-Reference Transformer	Apr 19, 2023	Few-Shot LearningImage Segmentation	—Unverified
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets	Apr 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Two-stage MR Image Segmentation Method for Brain Tumors based on Attention Mechanism	Apr 17, 2023	Brain Tumor SegmentationGenerative Adversarial Network	—Unverified
One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt	Apr 17, 2023	Image SegmentationOne-Shot Segmentation	CodeCode Available
When SAM Meets Medical Images: An Investigation of Segment Anything Model (SAM) on Multi-phase Liver Tumor Segmentation	Apr 17, 2023	Image SegmentationMedical Image Analysis	—Unverified
Learning to "Segment Anything" in Thermal Infrared Images through Knowledge Distillation with a Large Scale Dataset SATIR	Apr 17, 2023	Image SegmentationKnowledge Distillation	CodeCode Available
A Survey on Few-Shot Class-Incremental Learning	Apr 17, 2023	class-incremental learningClass Incremental Learning	—Unverified
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel Segmentation	Apr 13, 2023	Image SegmentationSegmentation	CodeCode Available

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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