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 4076–4100 of 5035 papers

Title	Date	Tasks	Status
Outline Objects using Deep Reinforcement Learning	Apr 10, 2018	Deep Reinforcement LearningImage Segmentation	—Unverified
Out-of-Distribution Detection in Multi-Label Datasets using Latent Space of β-VAE	Mar 10, 2020	Image Segmentationobject-detection	—Unverified
Overcoming Data Scarcity in Scanning Tunnelling Microscopy Image Segmentation	Jun 2, 2025	Few-Shot LearningImage Segmentation	—Unverified
OVFoodSeg: Elevating Open-Vocabulary Food Image Segmentation via Image-Informed Textual Representation	Apr 1, 2024	Image SegmentationImage to text	—Unverified
P3Net: Progressive and Periodic Perturbation for Semi-Supervised Medical Image Segmentation	May 21, 2025	Image SegmentationMedical Image Segmentation	—Unverified
PAANet: Progressive Alternating Attention for Automatic Medical Image Segmentation	Nov 20, 2021	Decision MakingImage Segmentation	—Unverified
PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation	Oct 3, 2018	Image SegmentationMedical Image Segmentation	—Unverified
PaddleSeg: A High-Efficient Development Toolkit for Image Segmentation	Jan 15, 2021	Autonomous DrivingHuman Part Segmentation	—Unverified
Palette-based Color Transfer between Images	May 14, 2024	Image EnhancementImage Segmentation	—Unverified
Pallet Detection from Synthetic Data Using Game Engines	Apr 7, 2023	Image SegmentationSegmentation	—Unverified
Panoptic-Depth Color Map for Combination of Depth and Image Segmentation	Aug 24, 2023	Autonomous DrivingDepth Estimation	—Unverified
PAN: Projective Adversarial Network for Medical Image Segmentation	Jun 11, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Parallel Multi-Dimensional LSTM, With Application to Fast Biomedical Volumetric Image Segmentation	Jun 24, 2015	Brain Image SegmentationImage Segmentation	—Unverified
Parallel Watershed Partitioning: GPU-Based Hierarchical Image Segmentation	Oct 11, 2024	GPUImage Segmentation	—Unverified
Parallel WiSARD object tracker: a ram-based tracking system	Mar 12, 2014	Edge DetectionImage Segmentation	—Unverified
Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model	Nov 28, 2023	image-classificationImage Classification	—Unverified
Parameter-Efficient Transformer with Hybrid Axial-Attention for Medical Image Segmentation	Nov 17, 2022	feature selectionImage Segmentation	—Unverified
Parameter Learning for Log-supermodular Distributions	Aug 18, 2016	Combinatorial OptimizationDenoising	—Unverified
Parametric Image Segmentation of Humans with Structural Shape Priors	Jan 27, 2015	Image SegmentationSegmentation	—Unverified
Parametric Imaging of FDG-PET Data Using Physiology and Iterative Regularization: Application to the Hepatic and Renal Systems	May 11, 2017	Image SegmentationSemantic Segmentation	—Unverified
PARF-Net: integrating pixel-wise adaptive receptive fields into hybrid Transformer-CNN network for medical image segmentation	Jan 6, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Segmentation of Parotid Gland Tumors Using Multimodal MRI and Contrastive Learning	Aug 26, 2022	Contrastive LearningDecoder	—Unverified
Partial Labeled Gastric Tumor Segmentation via patch-based Reiterative Learning	Dec 20, 2017	Image SegmentationSemantic Segmentation	—Unverified
Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation	Mar 7, 2025	Image SegmentationMedical Image Analysis	—Unverified
Particle methods enable fast and simple approximation of Sobolev gradients in image segmentation	Mar 2, 2014	Bayesian InferenceImage 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