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 3276–3300 of 5035 papers

Title	Date	Tasks	Status	Hype
BoundarySqueeze: Image Segmentation as Boundary Squeezing	May 25, 2021	Image SegmentationInstance Segmentation	CodeCode Available	1
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation	May 25, 2021	Adversarial AttackData Augmentation	—Unverified	0
ViBERTgrid: A Jointly Trained Multi-Modal 2D Document Representation for Key Information Extraction from Documents	May 25, 2021	Image SegmentationKey Information Extraction	—Unverified	0
A self-supervised learning strategy for postoperative brain cavity segmentation simulating resections	May 24, 2021	Image SegmentationSegmentation	CodeCode Available	1
Orthogonal Ensemble Networks for Biomedical Image Segmentation	May 22, 2021	Decision MakingDiversity	CodeCode Available	0
Hyper-Convolution Networks for Biomedical Image Segmentation	May 21, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
Uma implementação do jogo Pedra, Papel e Tesoura utilizando Visao Computacional	May 20, 2021	Image SegmentationSegmentation	CodeCode Available	0
Medical Image Segmentation Using Squeeze-and-Expansion Transformers	May 20, 2021	Brain Tumor SegmentationDomain Generalization	CodeCode Available	1
SemSegLoss: A python package of loss functions for semantic segmentation	May 18, 2021	Image SegmentationSegmentation	CodeCode Available	1
Deep Active Contours Using Locally Controlled Distance Vector Flow	May 18, 2021	Image SegmentationInstance Segmentation	—Unverified	0
Finding an Unsupervised Image Segmenter in Each of Your Deep Generative Models	May 17, 2021	Image SegmentationSegmentation	CodeCode Available	1
Voxel-level Siamese Representation Learning for Abdominal Multi-Organ Segmentation	May 17, 2021	Contrastive LearningImage Segmentation	—Unverified	0
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy	May 16, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation	May 16, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1
AtomAI: A Deep Learning Framework for Analysis of Image and Spectroscopy Data in (Scanning) Transmission Electron Microscopy and Beyond	May 16, 2021	DecoderDisentanglement	—Unverified	0
Cross-Modal Progressive Comprehension for Referring Segmentation	May 15, 2021	AttributeImage Segmentation	CodeCode Available	1
Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation	May 14, 2021	Contrastive LearningImage Segmentation	—Unverified	0
VICE: Visual Identification and Correction of Neural Circuit Errors	May 14, 2021	ClusteringImage Segmentation	—Unverified	0
Segmenter: Transformer for Semantic Segmentation	May 12, 2021	Decoderimage-classification	CodeCode Available	1
A Large-Scale Benchmark for Food Image Segmentation	May 12, 2021	Image SegmentationSegmentation	CodeCode Available	1
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation	May 12, 2021	Cardiac SegmentationDecoder	CodeCode Available	1
MDA-Net: Multi-Dimensional Attention-Based Neural Network for 3D Image Segmentation	May 10, 2021	Image SegmentationSegmentation	—Unverified	0
CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation	May 10, 2021	DecoderGPU	CodeCode Available	1
Attention-Based 3D Seismic Fault Segmentation Training by a Few 2D Slice Labels	May 9, 2021	Fault DetectionImage Segmentation	—Unverified	0
A Novel Falling-Ball Algorithm for Image Segmentation	May 6, 2021	Edge DetectionImage Segmentation	—Unverified	0

Show:10 25 50

← PrevPage 132 of 202Next →

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