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 3776–3800 of 5035 papers

Title	Date	Tasks	Status
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation	Feb 5, 2024	DecoderImage Segmentation	—Unverified
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation	Jul 13, 2023	Image SegmentationMedical Image Analysis	—Unverified
Dense Self-Supervised Learning for Medical Image Segmentation	Jul 29, 2024	DecoderImage Segmentation	—Unverified
Dense Semantic Image Segmentation with Objects and Attributes	Jun 1, 2014	AttributeImage Segmentation	—Unverified
Dense Transformer Networks for Brain Electron Microscopy Image Segmentation	Aug 10, 2019	DecoderElectron Microscopy Image Segmentation	—Unverified
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction	Dec 9, 2024	Image Segmentationobject-detection	—Unverified
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation	Mar 19, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Depth-wise layering of 3d images using dense depth maps: a threshold based approach	Oct 5, 2020	Image SegmentationSegmentation	—Unverified
Derivate-based Component-Trees for Multi-Channel Image Segmentation	May 4, 2017	Image SegmentationOptical Character Recognition (OCR)	—Unverified
Deshadow-Anything: When Segment Anything Model Meets Zero-shot shadow removal	Sep 21, 2023	Image RestorationImage Segmentation	—Unverified
DeshadowGAN: A Deep Learning Approach to Remove Shadows from Optical Coherence Tomography Images	Oct 7, 2019	DenoisingGenerative Adversarial Network	—Unverified
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation	Nov 2, 2021	Image SegmentationSegmentation	—Unverified
Detecting Abnormal Health Conditions in Smart Home Using a Drone	Oct 8, 2023	Image Segmentationobject-detection	—Unverified
Detecting Deepfake-Forged Contents with Separable Convolutional Neural Network and Image Segmentation	Dec 21, 2019	Face SwappingImage Segmentation	—Unverified
Detecting diabetic retinopathy severity through fundus images using an ensemble of classifiers	Jul 31, 2023	Image SegmentationSemantic Segmentation	—Unverified
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps	Jul 6, 2021	Disease Predictionimage-classification	—Unverified
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders	Oct 3, 2023	Image RegistrationImage Segmentation	—Unverified
Detection and Tracking of Liquids with Fully Convolutional Networks	Jun 20, 2016	Deep LearningImage Segmentation	—Unverified
Detection of Customer Interested Garments in Surveillance Video using Computer Vision	Mar 1, 2025	Image SegmentationSemantic Segmentation	—Unverified
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques	May 31, 2023	Image SegmentationSemantic Segmentation	—Unverified
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm	Dec 30, 2022	Image SegmentationSemantic Segmentation	—Unverified
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants	Apr 22, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation	Dec 19, 2022	Image SegmentationSegmentation	—Unverified
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation	Jan 7, 2025	Domain GeneralizationImage Segmentation	—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