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 4026–4050 of 5035 papers

Title	Date	Tasks	Status
Weakly Supervised Segmentation by A Deep Geodesic Prior	Aug 18, 2019	Image SegmentationSegmentation	—Unverified
EigenRank by Committee: A Data Subset Selection and Failure Prediction paradigm for Robust Deep Learning based Medical Image Segmentation	Aug 17, 2019	Deep LearningImage Segmentation	—Unverified
Multiple Light Source Dataset for Colour Research	Aug 16, 2019	BenchmarkingImage Segmentation	CodeCode Available
SFSegNet: Parse Freehand Sketches using Deep Fully Convolutional Networks	Aug 15, 2019	Image SegmentationSegmentation	—Unverified
High Accurate Unhealthy Leaf Detection	Aug 14, 2019	Image EnhancementImage Segmentation	—Unverified
D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentation	Aug 14, 2019	DecoderImage Segmentation	CodeCode Available
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image Segmentation	Aug 14, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Few Labeled Atlases are Necessary for Deep-Learning-Based Segmentation	Aug 13, 2019	Deep LearningDeformable Medical Image Registration	—Unverified
Dense Transformer Networks for Brain Electron Microscopy Image Segmentation	Aug 10, 2019	DecoderElectron Microscopy Image Segmentation	—Unverified
Enforcing Perceptual Consistency on Generative Adversarial Networks by Using the Normalised Laplacian Pyramid Distance	Aug 9, 2019	Image GenerationImage Segmentation	—Unverified
Multi Scale Supervised 3D U-Net for Kidney and Tumor Segmentation	Aug 9, 2019	DecoderImage Segmentation	—Unverified
Constrained domain adaptation for Image segmentation	Aug 8, 2019	Domain AdaptationImage Segmentation	CodeCode Available
Kidney and Kidney Tumor Segmentation using a Logical Ensemble of U-nets with Volumetric Validation	Aug 7, 2019	Computed Tomography (CT)Image Segmentation	—Unverified
SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis	Aug 6, 2019	Computed Tomography (CT)Data Augmentation	—Unverified
Learning Cross-Modal Deep Representations for Multi-Modal MR Image Segmentation	Aug 6, 2019	Image SegmentationSegmentation	—Unverified
AttentionBoost: Learning What to Attend by Boosting Fully Convolutional Networks	Aug 6, 2019	Image SegmentationSemantic Segmentation	—Unverified
Unsupervised Microvascular Image Segmentation Using an Active Contours Mimicking Neural Network	Aug 4, 2019	DiagnosticImage Segmentation	CodeCode Available
U-Net Fixed-Point Quantization for Medical Image Segmentation	Aug 2, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Robustifying deep networks for image segmentation	Aug 1, 2019	Brain Tumor SegmentationData Augmentation	—Unverified
Interior Object Detection and Color Harmonization	Jul 31, 2019	Image SegmentationObject	—Unverified
A novel framework of the fuzzy c-means distances problem based weighted distance	Jul 31, 2019	ClusteringImage Segmentation	—Unverified
Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation	Jul 30, 2019	Image SegmentationLesion Segmentation	CodeCode Available
Lung image segmentation by generative adversarial networks	Jul 30, 2019	Image SegmentationSegmentation	—Unverified
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentation	Jul 30, 2019	Deep LearningImage Segmentation	CodeCode Available
Multi-Task Attention-Based Semi-Supervised Learning for Medical Image Segmentation	Jul 29, 2019	Image SegmentationMedical Image 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