StreetTree Preprint Tests Vision Models on 12 Million Tree Images
The StreetTree preprint provides more than 12 million street-tree images from 133 countries and tests show that pretrained vision models ...
Tag: image classification
EfficientNet-B0 leads ResNet50 in six-class pavement crack image classification
EfficientNet-B0 classified six pavement-image categories with 89.8% accuracy on the study dataset, outperforming ResNet50 and supporting a derived road-condition index.
An interpretable hierarchical deep learning framework for lung and colon cancer detection
A hierarchical deep-learning framework classified five lung and colon tissue classes with 98.50% accuracy on LC25000 and 82.01% on the ...
Single-dataset orange image benchmark reports 99.12% accuracy with ViT, PCA and SVM
A cross-validation study of 1,090 images from one public orange dataset found 99.12% ± 0.71% accuracy for ViT + PCA ...
Uncertainty-aware multimodal model evaluated for cervical-cell classification
An abstract reports that an uncertainty-aware proof-of-concept model classified 6,849 cervical-cell images with an AUC-ROC of 0.993, but synthetic auxiliary ...
Weighted Training Improves AI Robustness to Spurious Correlations
A weighted training method that distinguishes likely shortcut examples improved AI robustness across four image and language benchmarks without adding ...
Capsule Networks and User-Aware Path Planning Bring Yi Cultural Heritage Into Virtual Reality
A new study combines an improved graph capsule neural network with a user-aware A* path planning algorithm to create an ...
Drone Images and Deep Learning Reveal How Rice Is Grown With 95% Accuracy
Researchers in India used drone imagery and a ResNet-50-based hybrid deep learning model to classify three rice establishment methods with ...
How Cities Can Watch Without Peeking: Privacy Math for Surveillance Cameras
A new review of over 60 studies shows that differentially private federated learning has narrowed the accuracy gap for privacy-preserving ...
AI Transformer Hits 98% Accuracy Spotting Jute Pests Before They Devastate Crops
Researchers in India have developed a hierarchical feature fusion transformer that identifies seventeen jute pest species with 98.43 percent accuracy, ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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