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 3426–3450 of 5035 papers

Title	Date	Tasks	Status	Hype
Benefits of Linear Conditioning with Metadata for Image Segmentation	Feb 18, 2021	Image SegmentationMissing Labels	—Unverified	0
Image Compositing for Segmentation of Surgical Tools without Manual Annotations	Feb 18, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy	Feb 16, 2021	Combinatorial OptimizationCommunity Detection	—Unverified	0
Uncertainty-based method for improving poorly labeled segmentation datasets	Feb 16, 2021	Image SegmentationSegmentation	—Unverified	0
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation	Feb 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Membership Inference Attacks are Easier on Difficult Problems	Feb 15, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Segmenting two-dimensional structures with strided tensor networks	Feb 13, 2021	image-classificationImage Classification	CodeCode Available	0
Saliency-Aware Class-Agnostic Food Image Segmentation	Feb 13, 2021	Image SegmentationNutrition	—Unverified	0
Adversarial Segmentation Loss for Sketch Colorization	Feb 11, 2021	ColorizationImage Segmentation	CodeCode Available	1
L-SNet: from Region Localization to Scale Invariant Medical Image Segmentation	Feb 11, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions	Feb 10, 2021	DenoisingImage Segmentation	CodeCode Available	1
End-to-End Deep Learning of Lane Detection and Path Prediction for Real-Time Autonomous Driving	Feb 9, 2021	Autonomous DrivingImage Segmentation	—Unverified	0
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation	Feb 8, 2021	Cardiac SegmentationDecoder	CodeCode Available	2
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	Feb 8, 2021	Image SegmentationMedical Image Analysis	CodeCode Available	1
A Systematic Approach for MRI Brain Tumor Localization, and Segmentation using Deep Learning and Active Contouring	Feb 6, 2021	Edge DetectionImage Segmentation	—Unverified	0
MudrockNet: Semantic Segmentation of Mudrock SEM Images through Deep Learning	Feb 5, 2021	Deep LearningImage Segmentation	CodeCode Available	1
TricycleGAN: Unsupervised Image Synthesis and Segmentation Based on Shape Priors	Feb 4, 2021	Image GenerationImage Segmentation	—Unverified	0
Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image Segmentation	Feb 3, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
Co-Seg: An Image Segmentation Framework Against Label Corruption	Jan 31, 2021	Image SegmentationSegmentation	—Unverified	0
ObjectAug: Object-level Data Augmentation for Semantic Image Segmentation	Jan 30, 2021	Data AugmentationImage Inpainting	—Unverified	0
Utilizing Uncertainty Estimation in Deep Learning Segmentation of Fluorescence Microscopy Images with Missing Markers	Jan 27, 2021	Image SegmentationSegmentation	—Unverified	0
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative Study	Jan 25, 2021	Image SegmentationLiver Segmentation	CodeCode Available	0
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation	Jan 25, 2021	Data AugmentationImage Segmentation	—Unverified	0
Network-Agnostic Knowledge Transfer for Medical Image Segmentation	Jan 23, 2021	Image SegmentationKnowledge Distillation	—Unverified	0
Vessel-CAPTCHA: an efficient learning framework for vessel annotation and segmentation	Jan 22, 2021	Deep LearningImage Segmentation	CodeCode Available	1

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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