Correction: Shanmugam, H.; Gnanasekaran, A. Finetuned Deep Learning Models for Fuel Classification: A Transfer Learning-Based Approach. Energies 2025, 18, 1176

Key Points

• The aim is to optimize deep learning models for more accurate fuel classification using transfer learning techniques.
• Utilized transfer learning to enhance model performance.
• Applied fine-tuning methods on pre-trained models for this task.
• Implemented experiments to compare the accuracy of different model configurations.
• Enhanced classification accuracy was achieved with fine-tuned models.
• Transfer learning significantly improved performance versus traditional methods.