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 3126–3150 of 5035 papers

Title	Date	Tasks	Status	Hype
SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation	Sep 8, 2021	Image SegmentationMedical Image Analysis	—Unverified	0
Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-Rays	Sep 7, 2021	Contrastive LearningImage Segmentation	CodeCode Available	0
nnFormer: Interleaved Transformer for Volumetric Segmentation	Sep 7, 2021	Image SegmentationInductive Bias	CodeCode Available	1
Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local Enhancement	Sep 6, 2021	Image SegmentationLand Cover Classification	CodeCode Available	1
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging	Sep 4, 2021	AnatomyBrain Segmentation	—Unverified	0
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?	Sep 3, 2021	HippocampusImage Segmentation	CodeCode Available	0
Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks	Sep 3, 2021	DecoderImage Segmentation	CodeCode Available	1
Effect of the output activation function on the probabilities and errors in medical image segmentation	Sep 2, 2021	Binary ClassificationImage Segmentation	CodeCode Available	0
Deep Learning with Uncertainty Quantification for Predicting the Segmentation Dice Coefficient of Prostate Cancer Biopsy Images	Aug 31, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Image Processing via Multilayer Graph Spectra	Aug 31, 2021	Edge DetectionHyperspectral Image Segmentation	—Unverified	0
LIVECell—A large-scale dataset for label-free live cell segmentation	Aug 30, 2021	Cell SegmentationCultural Vocal Bursts Intensity Prediction	CodeCode Available	1
Automatic Preprocessing and Ensemble Learning for Low Quality Cell Image Segmentation	Aug 30, 2021	Ensemble LearningImage Segmentation	—Unverified	0
Single-Image Specular Highlight Removal via Real-World Dataset Construction	Aug 27, 2021	Generative Adversarial NetworkHighlight Detection	CodeCode Available	1
CoCo DistillNet: a Cross-layer Correlation Distillation Network for Pathological Gastric Cancer Segmentation	Aug 27, 2021	Image SegmentationKnowledge Distillation	—Unverified	0
ISNet: Integrate Image-Level and Semantic-Level Context for Semantic Segmentation	Aug 27, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training	Aug 26, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation	Aug 26, 2021	Image SegmentationSegmentation	—Unverified	0
Mining Contextual Information Beyond Image for Semantic Segmentation	Aug 26, 2021	Image SegmentationSegmentation	CodeCode Available	1
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts	Aug 26, 2021	Continual LearningImage Reconstruction	CodeCode Available	1
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning	Aug 26, 2021	Few-Shot Semantic SegmentationImage Segmentation	—Unverified	0
Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation	Aug 25, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey	Aug 25, 2021	Deep Reinforcement LearningImage Segmentation	—Unverified	0
Efficient Medical Image Segmentation Based on Knowledge Distillation	Aug 23, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application	Aug 21, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision	Aug 19, 2021	Domain AdaptationImage 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