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 3751–3775 of 5035 papers

Title	Date	Tasks	Status
Central object segmentation by deep learning for fruits and other roundish objects	Aug 4, 2020	Image SegmentationPosition	CodeCode Available
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation	Aug 3, 2020	Data AugmentationImage Segmentation	—Unverified
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications	Aug 3, 2020	Deep LearningImage Segmentation	—Unverified
Meta-DRN: Meta-Learning for 1-Shot Image Segmentation	Aug 1, 2020	Few-Shot Learningimage-classification	—Unverified
Regression of Instance Boundary by Aggregated CNN and GCN	Aug 1, 2020	Image Segmentationregression	—Unverified
State-of-The-Art Fuzzy Active Contour Models for Image Segmentation	Aug 1, 2020	Image SegmentationSegmentation	—Unverified
Semantic Context Encoding for Accurate 3D Point Cloud Segmentation	Aug 1, 2020	Image SegmentationPoint Cloud Segmentation	—Unverified
Neural Style Transfer for Remote Sensing	Jul 31, 2020	Image SegmentationSemantic Segmentation	—Unverified
Weakly Supervised Minirhizotron Image Segmentation with MIL-CAM	Jul 30, 2020	Image SegmentationMultiple Instance Learning	—Unverified
Heatmap-based Vanishing Point boosts Lane Detection	Jul 30, 2020	Autonomous DrivingImage Segmentation	—Unverified
Learning To Pay Attention To Mistakes	Jul 29, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available
Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization	Jul 29, 2020	ClassificationData Augmentation	—Unverified
Efficient OCT Image Segmentation Using Neural Architecture Search	Jul 28, 2020	Image SegmentationNeural Architecture Search	—Unverified
Autonomous Removal of Perspective Distortion of Elevator Button Images based on Corner Detection	Jul 23, 2020	Image SegmentationSegmentation	—Unverified
Greenhouse Segmentation on High-Resolution Optical Satellite Imagery using Deep Learning Techniques	Jul 22, 2020	Image SegmentationSegmentation	—Unverified
End-to-End Trainable Deep Active Contour Models for Automated Image Segmentation: Delineating Buildings in Aerial Imagery	Jul 22, 2020	Image SegmentationSegmentation	—Unverified
AinnoSeg: Panoramic Segmentation with High Perfomance	Jul 21, 2020	Image SegmentationObject	—Unverified
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation	Jul 20, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Self-similarity Student for Partial Label Histopathology Image Segmentation	Jul 19, 2020	DiagnosticImage Segmentation	—Unverified
Beyond Single Stage Encoder-Decoder Networks: Deep Decoders for Semantic Image Segmentation	Jul 19, 2020	DecoderImage Segmentation	—Unverified
Superpixel-Guided Label Softening for Medical Image Segmentation	Jul 17, 2020	Image SegmentationMedical Image Analysis	—Unverified
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation	Jul 17, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Anisotropic Mesh Adaptation for Image Segmentation Based on Mumford-Shah Functional	Jul 17, 2020	Image SegmentationSemantic Segmentation	—Unverified
U-Net Based Architecture for an Improved Multiresolution Segmentation in Medical Images	Jul 16, 2020	Computed Tomography (CT)Image Segmentation	—Unverified
Retinal Image Segmentation with a Structure-Texture Demixing Network	Jul 15, 2020	Image SegmentationSegmentation	—Unverified

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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