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 2251–2300 of 5035 papers

TitleStatusHype
Focal Attention Networks: optimising attention for biomedical image segmentation—0
FNOSeg3D: Resolution-Robust 3D Image Segmentation with Fourier Neural Operator—0
Combining Bottom-Up, Top-Down, and Smoothness Cues for Weakly Supervised Image Segmentation—0
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms—0
Combiner and HyperCombiner Networks: Rules to Combine Multimodality MR Images for Prostate Cancer Localisation—0
Flower Categorization using Deep Convolutional Neural Networks—0
Combined Approach for Image Segmentation—0
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient—0
A Generative Victim Model for Segmentation—0
Flow Based Self-supervised Pixel Embedding for Image Segmentation—0
Flow 2.0 -a flexible, scalable, cross-platform post-processing software for realtime phase contrast sequences—0
Combinatorial Energy Learning for Image Segmentation—0
Combinatorial clustering and the beta negative binomial process—0
Combination of Hidden Markov Random Field and Conjugate Gradient for Brain Image Segmentation—0
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing—0
Computational framework for the generation of one-dimensional vascular models accounting for uncertainty in networks extracted from medical images—0
Flame quality monitoring of flare stack based on deep visual features—0
Color Recognition in Challenging Lighting Environments: CNN Approach—0
FixMatchSeg: Fixing FixMatch for Semi-Supervised Semantic Segmentation—0
A review of mean-shift algorithms for clustering—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
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
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation—0
Finger Vein Recognition by Generating Code—0
Fine tuning U-Net for ultrasound image segmentation: which layers?—0
Color Image Segmentation Metrics—0
Fine-Grained Semantic Segmentation of Motion Capture Data using Dilated Temporal Fully-Convolutional Networks—0
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images—0
Color image segmentation based on a convex K-means approach—0
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation—0
Finding the Most Transferable Tasks for Brain Image Segmentation—0
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks—0
Finding NeMo: Negative-mined Mosaic Augmentation for Referring Image Segmentation—0
Collective Robustness Certificates—0
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease—0
A General Framework for Complex Network-Based Image Segmentation—0
A Comprehensive Survey with Quantitative Comparison of Image Analysis Methods for Microorganism Biovolume Measurements—0
Financial Table Extraction in Image Documents—0
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network—0
Collaborative Position Reasoning Network for Referring Image Segmentation—0
Filter Design and Performance Evaluation for Fingerprint Image Segmentation—0
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation—0
Collaborative Learning for Annotation-Efficient Volumetric MR Image Segmentation—0
A review: Deep learning for medical image segmentation using multi-modality fusion—0
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation—0
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference—0
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction—0
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention—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