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 1101–1125 of 5035 papers

Title	Date	Tasks	Status	Hype
ECG-DelNet: Delineation of Ambulatory Electrocardiograms with Mixed Quality Labeling Using Neural Networks	May 11, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
Source-Relaxed Domain Adaptation for Image Segmentation	May 7, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
Polygonal Building Segmentation by Frame Field Learning	Apr 30, 2020	Image SegmentationMulti-Task Learning	CodeCode Available	1
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond	Apr 30, 2020	Image RegistrationImage Segmentation	CodeCode Available	1
Importance Driven Continual Learning for Segmentation Across Domains	Apr 30, 2020	Brain SegmentationContinual Learning	CodeCode Available	1
An Auto-Encoder Strategy for Adaptive Image Segmentation	Apr 29, 2020	Image SegmentationRepresentation Learning	CodeCode Available	1
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net	Apr 28, 2020	Image SegmentationSegmentation	CodeCode Available	1
DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation	Apr 28, 2020	DecoderImage Segmentation	CodeCode Available	1
Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation	Apr 27, 2020	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation	Apr 19, 2020	DecoderImage Segmentation	CodeCode Available	1
Weakly supervised multiple instance learning histopathological tumor segmentation	Apr 10, 2020	Histopathological SegmentationImage Segmentation	CodeCode Available	1
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation	Apr 9, 2020	DenoisingDomain Generalization	CodeCode Available	1
TapLab: A Fast Framework for Semantic Video Segmentation Tapping into Compressed-Domain Knowledge	Mar 30, 2020	GPUImage Segmentation	CodeCode Available	1
Using deep convolutional neural networks for neonatal brain image segmentation	Mar 26, 2020	Brain Image SegmentationImage Segmentation	CodeCode Available	1
Gen-LaneNet: A Generalized and Scalable Approach for 3D Lane Detection	Mar 24, 2020	3D Lane DetectionImage Segmentation	CodeCode Available	1
Livelayer: A Semi-Automatic Software Program for Segmentation of Layers and Diabetic Macular Edema in Optical Coherence Tomography Images	Mar 12, 2020	Image SegmentationSegmentation	CodeCode Available	1
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation	Mar 10, 2020	AnatomyImage Segmentation	CodeCode Available	1
LC-GAN: Image-to-image Translation Based on Generative Adversarial Network for Endoscopic Images	Mar 10, 2020	Generative Adversarial NetworkImage Segmentation	CodeCode Available	1
Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts?	Mar 9, 2020	Image SegmentationLesion Segmentation	CodeCode Available	1
Towards Interpretable Semantic Segmentation via Gradient-weighted Class Activation Mapping	Feb 26, 2020	image-classificationImage Classification	CodeCode Available	1
Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion	Feb 22, 2020	Brain Tumor SegmentationDisentanglement	CodeCode Available	1
Lake Ice Monitoring with Webcams and Crowd-Sourced Images	Feb 18, 2020	Change detection for remote sensing imagesImage Segmentation	CodeCode Available	1
Reinforced active learning for image segmentation	Feb 16, 2020	Active LearningDeep Reinforcement Learning	CodeCode Available	1
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation	Feb 6, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
Stan: Small tumor-aware network for breast ultrasound image segmentation	Feb 3, 2020	Deep LearningImage Segmentation	CodeCode Available	1

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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