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 4101–4125 of 5035 papers

Title	Date	Tasks	Status	Hype
PAN: Projective Adversarial Network for Medical Image Segmentation	Jun 11, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation	Jun 11, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
Generative adversarial network for segmentation of motion affected neonatal brain MRI	Jun 11, 2019	Generative Adversarial NetworkImage Reconstruction	—Unverified	0
Semantic-guided Encoder Feature Learning for Blurry Boundary Delineation	Jun 10, 2019	Boundary DetectionDecoder	—Unverified	0
Learning to Segment Skin Lesions from Noisy Annotations	Jun 10, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
PHiSeg: Capturing Uncertainty in Medical Image Segmentation	Jun 7, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	1
When Unseen Domain Generalization is Unnecessary? Rethinking Data Augmentation	Jun 7, 2019	Data AugmentationDomain Adaptation	CodeCode Available	0
Multi-scale self-guided attention for medical image segmentation	Jun 7, 2019	Attentive segmentation networksBrain Tumor Segmentation	CodeCode Available	0
V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation	Jun 6, 2019	GPUImage Segmentation	—Unverified	0
Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation	Jun 6, 2019	Image SegmentationLesion Classification	CodeCode Available	0
Generative Model-Based Ischemic Stroke Lesion Segmentation	Jun 6, 2019	Image SegmentationIschemic Stroke Lesion Segmentation	—Unverified	0
Anatomical Priors for Image Segmentation via Post-Processing with Denoising Autoencoders	Jun 5, 2019	DenoisingImage Segmentation	CodeCode Available	0
Learning Shape Representation on Sparse Point Clouds for Volumetric Image Segmentation	Jun 5, 2019	Image SegmentationSegmentation	CodeCode Available	0
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor Segmentation	Jun 5, 2019	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
Computing Valid p-values for Image Segmentation by Selective Inference	Jun 3, 2019	Image SegmentationSegmentation	—Unverified	0
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors	Jun 1, 2019	Image DehazingImage Segmentation	—Unverified	0
Learning Active Contour Models for Medical Image Segmentation	Jun 1, 2019	Deep LearningImage Segmentation	—Unverified	0
Interactive Image Segmentation via Backpropagating Refinement Scheme	Jun 1, 2019	Image SegmentationInteractive Segmentation	—Unverified	0
Versatile Multiple Choice Learning and Its Application to Vision Computing	Jun 1, 2019	image-classificationImage Classification	—Unverified	0
Robust Histopathology Image Analysis: To Label or to Synthesize?	Jun 1, 2019	Image SegmentationSegmentation	—Unverified	0
Semantic Projection Network for Zero- and Few-Label Semantic Segmentation	Jun 1, 2019	Few-Shot LearningImage Segmentation	CodeCode Available	0
Distributed Submodular Minimization via Block-Wise Updates and Communications	May 31, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification	May 29, 2019	Binary ClassificationClassification	—Unverified	0
Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators	May 29, 2019	Audio Source SeparationImage Generation	CodeCode Available	0
The Chan-Vese Model with Elastica and Landmark Constraints for Image Segmentation	May 27, 2019	Computational EfficiencyImage 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