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 2926–2950 of 5035 papers

Title	Date	Tasks	Status	Hype
Analyzing Multispectral Satellite Imagery of South American Wildfires Using Deep Learning	Jan 19, 2022	Feature EngineeringImage Segmentation	—Unverified	0
Superpixel Pre-Segmentation of HER2 Slides for Efficient Annotation	Jan 19, 2022	ClusteringDenoising	—Unverified	0
A Deep Learning Approach for Semantic Segmentation of Unbalanced Data in Electron Tomography of Catalytic Materials	Jan 18, 2022	Deep LearningElectron Tomography	—Unverified	0
Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning	Jan 17, 2022	AnatomyImage Segmentation	—Unverified	0
Contrastive Pretraining for Echocardiography Segmentation with Limited Data	Jan 16, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
ViTBIS: Vision Transformer for Biomedical Image Segmentation	Jan 15, 2022	DecoderImage Segmentation	—Unverified	0
Explainability Tools Enabling Deep Learning in Future In-Situ Real-Time Planetary Explorations	Jan 15, 2022	Image SegmentationObject Recognition	—Unverified	0
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data	Jan 15, 2022	DecoderHippocampus	—Unverified	0
Language-driven Semantic Segmentation	Jan 10, 2022	DescriptiveFew-Shot Semantic Segmentation	CodeCode Available	2
3D Segmentation with Fully Trainable Gabor Kernels and Pearson's Correlation Coefficient	Jan 10, 2022	Deep LearningImage Segmentation	—Unverified	0
A Baseline Statistical Method For Robust User-Assisted Multiple Segmentation	Jan 8, 2022	BenchmarkingImage Segmentation	CodeCode Available	0
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation	Jan 8, 2022	Brain SegmentationDomain Adaptation	CodeCode Available	1
MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing data	Jan 7, 2022	Image SegmentationMulti-Label Classification	CodeCode Available	1
GPU-Net: Lightweight U-Net with more diverse features	Jan 7, 2022	GPUImage Segmentation	CodeCode Available	1
Effect of Prior-based Losses on Segmentation Performance: A Benchmark	Jan 7, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Tackling the Class Imbalance Problem of Deep Learning Based Head and Neck Organ Segmentation	Jan 5, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images	Jan 4, 2022	3D Semantic SegmentationBrain Tumor Segmentation	CodeCode Available	2
D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation	Jan 3, 2022	DecoderImage Segmentation	CodeCode Available	1
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation	Jan 1, 2022	Autonomous DrivingDecoder	—Unverified	0
Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic Images	Jan 1, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
Learning Semantic Associations for Mirror Detection	Jan 1, 2022	Image SegmentationMirror Detection	—Unverified	0
ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-High Resolution Segmentation	Jan 1, 2022	Image SegmentationSegmentation	CodeCode Available	1
FocusCut: Diving Into a Focus View in Interactive Segmentation	Jan 1, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	1
SECP-Net: SE-Connection Pyramid Network of Organ At Risk Segmentation for Nasopharyngeal Carcinoma	Dec 28, 2021	Computed Tomography (CT)Image Segmentation	—Unverified	0
DAM-AL: Dilated Attention Mechanism with Attention Loss for 3D Infant Brain Image Segmentation	Dec 27, 2021	Brain Image SegmentationImage Segmentation	CodeCode Available	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