Topic
ensemble
Artificial Intelligence #deep learning#ensemble
Ensemble Deep Learning Achieves 99.27% Accuracy in Lemon Leaf Disease Detection
A study on arXiv presents an ensemble deep learning approach for classifying lemon leaf diseases, achieving 99.27% accuracy. The method combines InceptionV3 and MobileNetV2 with adversarial training and Grad-CAM visualization, using a dataset of 1,354 images across 9 classes.
Jun 16, 2026 1 source
Artificial Intelligence #deepfake detection#teacher-student
Teacher-Student Domain Adaptation Boosts Ensemble Audio-Visual Deepfake Detection by Up to 18%
Researchers propose EAV-DFD, an ensemble audio-visual deepfake detection model with a teacher-student domain adaptation mechanism. Tested on FakeAVCeleb as primary domain and three unseen datasets (DFDC, Deepfake_TIMIT, PolyGlotFake), it improved AUC by 4.09%, 17.94%, and 0.5%, respectively, using only a small portion of target domain data.
Jun 16, 2026 1 source