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 4401–4425 of 5035 papers

Title	Date	Tasks	Status
Computing the Spatial Probability of Inclusion inside Partial Contours for Computer Vision Applications	Jun 4, 2018	ClusteringEdge Detection	—Unverified
CFCM: Segmentation via Coarse to Fine Context Memory	Jun 4, 2018	DecoderImage Segmentation	CodeCode Available
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation	Jun 2, 2018	Image SegmentationSegmentation	—Unverified
Referring Image Segmentation via Recurrent Refinement Networks	Jun 1, 2018	Image SegmentationReferring Expression Segmentation	CodeCode Available
The LovÃ¡sz-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural Networks	Jun 1, 2018	Image SegmentationSegmentation	CodeCode Available
On the Importance of Label Quality for Semantic Segmentation	Jun 1, 2018	Image SegmentationSemantic Segmentation	—Unverified
DenseASPP for Semantic Segmentation in Street Scenes	Jun 1, 2018	Autonomous DrivingImage Segmentation	CodeCode Available
Weakly-Supervised Semantic Segmentation Network With Deep Seeded Region Growing	Jun 1, 2018	Image SegmentationSegmentation	CodeCode Available
Interactive Image Segmentation With Latent Diversity	Jun 1, 2018	DiversityImage Segmentation	CodeCode Available
Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion	Jun 1, 2018	Data AugmentationImage Segmentation	—Unverified
Learn the new, keep the old: Extending pretrained models with new anatomy and images	Jun 1, 2018	AnatomyImage Segmentation	—Unverified
Fully Automated Organ Segmentation in Male Pelvic CT Images	May 31, 2018	Image SegmentationOrgan Segmentation	—Unverified
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation	May 24, 2018	Image SegmentationSegmentation	—Unverified
Knowledge-based Fully Convolutional Network and Its Application in Segmentation of Lung CT Images	May 22, 2018	Image SegmentationMedical Image Segmentation	—Unverified
Convexity Shape Prior for Level Set based Image Segmentation Method	May 22, 2018	Image SegmentationSegmentation	—Unverified
Quickshift++: Provably Good Initializations for Sample-Based Mean Shift	May 21, 2018	ClusteringImage Segmentation	CodeCode Available
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks	May 14, 2018	Autonomous DrivingCloud Computing	—Unverified
Convolutional CRFs for Semantic Segmentation	May 12, 2018	Image SegmentationSegmentation	CodeCode Available
Facade Segmentation in the Wild	May 9, 2018	Image SegmentationSegmentation	—Unverified
Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation	May 8, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available
Semantic Binary Segmentation using Convolutional Networks without Decoders	May 1, 2018	DecoderImage Segmentation	CodeCode Available
On the iterative refinement of densely connected representation levels for semantic segmentation	Apr 30, 2018	Image SegmentationScene Understanding	CodeCode Available
Stack-U-Net: Refinement Network for Image Segmentation on the Example of Optic Disc and Cup	Apr 30, 2018	Image SegmentationSegmentation	—Unverified
TreeSegNet: Adaptive Tree CNNs for Subdecimeter Aerial Image Segmentation	Apr 29, 2018	Image SegmentationSegmentation	—Unverified
Stacked U-Nets: A No-Frills Approach to Natural Image Segmentation	Apr 27, 2018	General ClassificationImage Segmentation	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