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 1151–1175 of 5035 papers

Title	Date	Tasks	Status	Hype
`Project & Excite' Modules for Segmentation of Volumetric Medical Scans	Jun 11, 2019	Brain SegmentationImage Segmentation	CodeCode Available	1
PHiSeg: Capturing Uncertainty in Medical Image Segmentation	Jun 7, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Semantic Segmentation of Video Sequences with Convolutional LSTMs	May 3, 2019	DecoderImage Segmentation	CodeCode Available	1
Bidirectional Learning for Domain Adaptation of Semantic Segmentation	Apr 24, 2019	Domain AdaptationImage Segmentation	CodeCode Available	1
Mumford-Shah Loss Functional for Image Segmentation with Deep Learning	Apr 5, 2019	Deep LearningImage Segmentation	CodeCode Available	1
'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images	Feb 4, 2019	Few-Shot LearningImage Segmentation	CodeCode Available	1
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation	Jan 24, 2019	Domain AdaptationImage Segmentation	CodeCode Available	1
Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation	Jan 17, 2019	Image SegmentationSegmentation	CodeCode Available	1
Post-mortem Iris Recognition with Deep-Learning-based Image Segmentation	Jan 7, 2019	Deep LearningImage Segmentation	CodeCode Available	1
CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation	Jan 6, 2019	Image SegmentationSegmentation	CodeCode Available	1
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning	Dec 26, 2018	image-classificationImage Classification	CodeCode Available	1
Non-local U-Net for Biomedical Image Segmentation	Dec 10, 2018	Brain Image SegmentationDecoder	CodeCode Available	1
Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells	Oct 25, 2018	Depth EstimationDepth Prediction	CodeCode Available	1
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation	Sep 27, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Open Source Presentation Attack Detection Baseline for Iris Recognition	Sep 26, 2018	Image SegmentationIris Recognition	CodeCode Available	1
YouTube-VOS: Sequence-to-Sequence Video Object Segmentation	Sep 3, 2018	Image SegmentationObject	CodeCode Available	1
UNet++: A Nested U-Net Architecture for Medical Image Segmentation	Jul 18, 2018	Camouflaged Object SegmentationImage Segmentation	CodeCode Available	1
Sem-GAN: Semantically-Consistent Image-to-Image Translation	Jul 12, 2018	Image SegmentationImage-to-Image Translation	CodeCode Available	1
Interactive Medical Image Segmentation via Point-Based Interaction and Sequential Patch Learning	Apr 27, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Attention U-Net: Learning Where to Look for the Pancreas	Apr 11, 2018	Brain Tumor SegmentationComputational Efficiency	CodeCode Available	1
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation	Apr 9, 2018	Brain Segmentationimage-classification	CodeCode Available	1
CompNet: Complementary Segmentation Network for Brain MRI Extraction	Mar 27, 2018	DecoderImage Segmentation	CodeCode Available	1
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks	Mar 7, 2018	Brain Segmentationimage-classification	CodeCode Available	1
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation	Feb 7, 2018	DecoderImage Classification	CodeCode Available	1
TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation	Jan 17, 2018	Image SegmentationSegmentation	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