SOTAVerified

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

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Showing 1851–1900 of 5035 papers

TitleStatusHype
Are conditional GANs explicitly conditional?—0
Feedback Attention for Cell Image Segmentation—0
Feedback Chain Network For Hippocampus Segmentation—0
Feedback U-net for Cell Image Segmentation—0
DRL-STNet: Unsupervised Domain Adaptation for Cross-modality Medical Image Segmentation via Disentangled Representation Learning—0
Driving Scene Perception Network: Real-time Joint Detection, Depth Estimation and Semantic Segmentation—0
Boundary Guidance Hierarchical Network for Real-Time Tongue Segmentation—0
FE-UNet: Frequency Domain Enhanced U-Net with Segment Anything Capability for Versatile Image Segmentation—0
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation—0
Few Exemplar-Based General Medical Image Segmentation via Domain-Aware Selective Adaptation—0
DriveGuard: Robustification of Automated Driving Systems with Deep Spatio-Temporal Convolutional Autoencoder—0
Few Labeled Atlases are Necessary for Deep-Learning-Based Segmentation—0
Few-Shot 3D Volumetric Segmentation with Multi-Surrogate Fusion—0
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation—0
Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks—0
Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning—0
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding—0
Boundary feature fusion network for tooth image segmentation—0
Few-shot Medical Image Segmentation with Cycle-resemblance Attention—0
DQA: An Efficient Method for Deep Quantization of Deep Neural Network Activations—0
DPE-Net: Dual-Parallel Encoder Based Network for Semantic Segmentation of Polyps—0
A New Finsler Minimal Path Model With Curvature Penalization for Image Segmentation and Closed Contour Detection—0
CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation—0
A Regularized Convolutional Neural Network for Semantic Image Segmentation—0
DPANET:Dual Pooling Attention Network for Semantic Segmentation—0
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation—0
Downstream Analysis of Foundational Medical Vision Models for Disease Progression—0
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation—0
CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse—0
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention—0
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference—0
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation—0
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation—0
Filter Design and Performance Evaluation for Fingerprint Image Segmentation—0
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network—0
Financial Table Extraction in Image Documents—0
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning—0
Finding NeMo: Negative-mined Mosaic Augmentation for Referring Image Segmentation—0
Finding the Most Transferable Tasks for Brain Image Segmentation—0
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks—0
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images—0
Fine-Grained Semantic Segmentation of Motion Capture Data using Dilated Temporal Fully-Convolutional Networks—0
Fine tuning U-Net for ultrasound image segmentation: which layers?—0
Finger Vein Recognition by Generating Code—0
Color Image Segmentation using Adaptive Particle Swarm Optimization and Fuzzy C-means—0
A review of individual tree crown detection and delineation from optical remote sensing images—0
First arrival picking using U-net with Lovasz loss and nearest point picking method—0
Color Image Segmentation Using Multi-Objective Swarm Optimizer and Multi-level Histogram Thresholding—0
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis—0
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified