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 4901–4925 of 5035 papers

Title	Date	Tasks	Status
Automatic Brain Tumor Segmentation with Scale Attention Network	Nov 6, 2020	Brain Tumor SegmentationBraTS2021	CodeCode Available
Automatically Adaptive Conformal Risk Control	Jun 25, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
FMG-Net and W-Net: Multigrid Inspired Deep Learning Architectures For Medical Imaging Segmentation	Apr 5, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available
STD2P: RGBD Semantic Segmentation Using Spatio-Temporal Data-Driven Pooling	Apr 8, 2016	Image SegmentationOptical Flow Estimation	CodeCode Available
Floor Plan Image Segmentation Via Scribble-Based Semi-Weakly Supervised Learning: A Style and Category-Agnostic Approach	Feb 15, 2024	Image SegmentationSegmentation	CodeCode Available
Flood-Filling Networks	Nov 1, 2016	Boundary DetectionClustering	CodeCode Available
Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation Perspective	May 16, 2024	Domain AdaptationImage Registration	CodeCode Available
Flexible visual prompts for in-context learning in computer vision	Dec 11, 2023	Image SegmentationIn-Context Learning	CodeCode Available
FishSegSSL: A Semi-Supervised Semantic Segmentation Framework for Fish-Eye Images	Mar 15, 2024	Autonomous DrivingImage Segmentation	CodeCode Available
Fire Dynamic Vision: Image Segmentation and Tracking for Multi-Scale Fire and Plume Behavior	Aug 16, 2024	Dataset GenerationImage Inpainting	CodeCode Available
Finite Group Equivariant Neural Networks for Games	Sep 10, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation	Oct 13, 2022	DecoderImage Segmentation	CodeCode Available
High-Quality Entity Segmentation	Nov 10, 2022	Image SegmentationSegmentation	CodeCode Available
FF-UNet: a U-Shaped Deep Convolutional Neural Network for Multimodal Biomedical Image Segmentation	Jun 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Few-Shot Segmentation with Global and Local Contrastive Learning	Aug 11, 2021	Contrastive LearningImage Segmentation	CodeCode Available
Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks	Jan 17, 2017	Boundary DetectionContour Detection	CodeCode Available
Few-Shot Rotation-Invariant Aerial Image Semantic Segmentation	May 29, 2023	Image SegmentationSegmentation	CodeCode Available
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation Maps	Nov 12, 2019	Edge DetectionImage Segmentation	CodeCode Available
Automatic 3D bi-ventricular segmentation of cardiac images by a shape-refined multi-task deep learning approach	Aug 26, 2018	Image SegmentationSegmentation	CodeCode Available
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation	Sep 23, 2024	DecoderImage Segmentation	CodeCode Available
Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble Model	Dec 3, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available
Stochastic Model of siRNA Endosomal Escape Mediated by Fusogenic Peptides in OVCAR-3	Dec 20, 2024	Bayesian InferenceImage Segmentation	CodeCode Available
Rethinking Interactive Image Segmentation: Feature Space Annotation	Jan 12, 2021	Foreground SegmentationImage Segmentation	CodeCode Available
Few-shot Multispectral Segmentation with Representations Generated by Reinforcement Learning	Nov 20, 2023	Image Segmentationreinforcement-learning	CodeCode Available
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning	Oct 29, 2018	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available

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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