Tian He

FaaSLearner: Resource-Efficient Edge Video Analytics via Correlation-Aware Multi-Model Continual Learning

Video analytics services utilizing multiple deep neural network models (DNNs) are increasingly being adopted in various edge intelligence applications. To avoid the accuracy reduction caused by data drift, existing works leverage continual learning that directly retrains DNN models in multi-model applications. Accordin...