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 3626–3650 of 5035 papers

Title	Date	Tasks	Status	Hype
Semantic Context Encoding for Accurate 3D Point Cloud Segmentation	Aug 1, 2020	Image SegmentationPoint Cloud Segmentation	—Unverified	0
Regression of Instance Boundary by Aggregated CNN and GCN	Aug 1, 2020	Image Segmentationregression	—Unverified	0
ForkGAN: Seeing into the Rainy Night	Aug 1, 2020	Image GenerationImage Segmentation	CodeCode Available	1
Meta-DRN: Meta-Learning for 1-Shot Image Segmentation	Aug 1, 2020	Few-Shot Learningimage-classification	—Unverified	0
State-of-The-Art Fuzzy Active Contour Models for Image Segmentation	Aug 1, 2020	Image SegmentationSegmentation	—Unverified	0
Neural Style Transfer for Remote Sensing	Jul 31, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Heatmap-based Vanishing Point boosts Lane Detection	Jul 30, 2020	Autonomous DrivingImage Segmentation	—Unverified	0
Weakly Supervised Minirhizotron Image Segmentation with MIL-CAM	Jul 30, 2020	Image SegmentationMultiple Instance Learning	—Unverified	0
Learning To Pay Attention To Mistakes	Jul 29, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization	Jul 29, 2020	ClassificationData Augmentation	—Unverified	0
Efficient OCT Image Segmentation Using Neural Architecture Search	Jul 28, 2020	Image SegmentationNeural Architecture Search	—Unverified	0
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	Jul 26, 2020	DecoderImage Segmentation	CodeCode Available	1
Autonomous Removal of Perspective Distortion of Elevator Button Images based on Corner Detection	Jul 23, 2020	Image SegmentationSegmentation	—Unverified	0
End-to-End Trainable Deep Active Contour Models for Automated Image Segmentation: Delineating Buildings in Aerial Imagery	Jul 22, 2020	Image SegmentationSegmentation	—Unverified	0
Greenhouse Segmentation on High-Resolution Optical Satellite Imagery using Deep Learning Techniques	Jul 22, 2020	Image SegmentationSegmentation	—Unverified	0
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images	Jul 21, 2020	3D Semantic SegmentationImage Segmentation	CodeCode Available	1
AinnoSeg: Panoramic Segmentation with High Perfomance	Jul 21, 2020	Image SegmentationObject	—Unverified	0
Integrative Analysis for COVID-19 Patient Outcome Prediction	Jul 20, 2020	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	1
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation	Jul 20, 2020	Cardiac SegmentationFew-Shot Semantic Segmentation	CodeCode Available	1
Unsupervised Learning of Image Segmentation Based on Differentiable Feature Clustering	Jul 20, 2020	ClusteringImage Segmentation	CodeCode Available	1
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation	Jul 20, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation	Jul 20, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Beyond Single Stage Encoder-Decoder Networks: Deep Decoders for Semantic Image Segmentation	Jul 19, 2020	DecoderImage Segmentation	—Unverified	0
Self-similarity Student for Partial Label Histopathology Image Segmentation	Jul 19, 2020	DiagnosticImage Segmentation	—Unverified	0
Superpixel-Guided Label Softening for Medical Image Segmentation	Jul 17, 2020	Image SegmentationMedical Image Analysis	—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