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#efficientnet News & Analysis

2 articles tagged with #efficientnet. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Mar 177/10
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RESQ: A Unified Framework for REliability- and Security Enhancement of Quantized Deep Neural Networks

Researchers propose RESQ, a three-stage framework that enhances both security and reliability of quantized deep neural networks through specialized fine-tuning techniques. The framework demonstrates up to 10.35% improvement in attack resilience and 12.47% in fault resilience while maintaining competitive accuracy across multiple neural network architectures.

AINeutralarXiv – CS AI · Mar 164/10
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HSEmotion Team at ABAW-10 Competition: Facial Expression Recognition, Valence-Arousal Estimation, Action Unit Detection and Fine-Grained Violence Classification

HSEmotion Team developed a fast approach for facial emotion analysis using pre-trained EfficientNet models for the ABAW-10 competition. Their method combines confidence-based predictions with multi-layered perceptrons and sliding window smoothing, achieving significant improvements over existing baselines across four emotion recognition tasks.