Seminar of Cognitive Science - Kristína Malinovská (10.3.2020)
Tuesday 10.3.2020 at 16:30, Lecture room I/23
RNDr. Kristína Malinovská, PhD.:
Deep learning-based camera surveillance image classification
Abstract:
In our work we focus on surveillance camera image classification via deep learning. The primary challenge in this domain is the lack of well balanced labeled data. In search of methods to overcome this problem we explored transfer learning and semi-supervised learning paradigms. As our task we chose the detection of wearable objects, namely the backpacks. We created new annotations for the DukeMTMC-attribute dataset to overcome the discrepancies among the attributes. In this talk I will present the new DukeMTMC-backpack dataset and experimental results from both above-mentioned paradigms.