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 2951–2975 of 5035 papers

Title	Date	Tasks	Status	Hype
Augmenting Convolutional networks with attention-based aggregation	Dec 27, 2021	ClassificationImage Classification	CodeCode Available	1
Grounding Linguistic Commands to Navigable Regions	Dec 24, 2021	Autonomous VehiclesImage Segmentation	CodeCode Available	0
Omni-Seg: A Single Dynamic Network for Multi-label Renal Pathology Image Segmentation using Partially Labeled Data	Dec 23, 2021	Image SegmentationSegmentation	CodeCode Available	1
A Random Point Initialization Approach to Image Segmentation with Variational Level-sets	Dec 23, 2021	Image SegmentationObject	—Unverified	0
On the relationship between calibrated predictors and unbiased volume estimation	Dec 23, 2021	Active LearningImage Segmentation	CodeCode Available	0
Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation	Dec 22, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
MOSAIC: Mobile Segmentation via decoding Aggregated Information and encoded Context	Dec 22, 2021	DecoderImage Segmentation	CodeCode Available	0
Scaling Open-Vocabulary Image Segmentation with Image-Level Labels	Dec 22, 2021	Image SegmentationSegmentation	CodeCode Available	0
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization	Dec 21, 2021	Domain AdaptationDomain Generalization	CodeCode Available	1
Leveraging Image Complexity in Macro-Level Neural Network Design for Medical Image Segmentation	Dec 21, 2021	DecoderImage Segmentation	—Unverified	0
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images	Dec 21, 2021	DecoderImage Segmentation	CodeCode Available	1
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet	Dec 20, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Mask2Former for Video Instance Segmentation	Dec 20, 2021	Image SegmentationInstance Segmentation	CodeCode Available	2
Anisotropic mesh adaptation for region-based segmentation accounting for image spatial information	Dec 19, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
TECM: Transfer Learning-based Evidential C-Means Clustering	Dec 19, 2021	ClusteringImage Segmentation	—Unverified	0
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results	Dec 19, 2021	BenchmarkingBrain Tumor Segmentation	CodeCode Available	0
Image Segmentation Using Text and Image Prompts	Dec 18, 2021	DecoderImage Segmentation	CodeCode Available	1
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation	Dec 17, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Two-Parameter CFAR Ship Detection Algorithm Based on Rayleigh Distribution in SAR Images	Dec 16, 2021	2D Object DetectionImage Segmentation	CodeCode Available	1
Neural Style Transfer and Unpaired Image-to-Image Translation to deal with the Domain Shift Problem on Spheroid Segmentation	Dec 16, 2021	Image SegmentationImage-to-Image Translation	CodeCode Available	0
Structure-Aware Image Segmentation with Homotopy Warping	Dec 15, 2021	Image SegmentationSegmentation	—Unverified	0
EMDS-6: Environmental Microorganism Image Dataset Sixth Version for Image Denoising, Segmentation, Feature Extraction, Classification and Detection Methods Evaluation	Dec 14, 2021	Denoisingimage-classification	—Unverified	0
Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI	Dec 13, 2021	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels	Dec 13, 2021	Ensemble LearningImage Segmentation	CodeCode Available	0
Optimizing Edge Detection for Image Segmentation with Multicut Penalties	Dec 10, 2021	Edge DetectionImage 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