Thesis

For Master / Bachelor thesis we currently offer the following open topics. If you are interested in one of the topics, don't hesitate to contact us. We would be happy to discuss the topic with you in a physical meeting.

Opening Thesis

Enhancing Multi-View Editable Vector Graphics with Generative AI

Converting CNNs into Digital Logic with Class Importance

Exploring the Potential of Early-Exit for Efficient DNN Inference

Automatic combinational circuit generation with neural networks

Master Thesis

Ongoing Master Thesis

Efficient Circuits of Convolutional Neural Networks. Chen Zhang (04.04.2024 – 02.10.2024) Circuit optimization for neural networks in high-throughput applications. Jingang Zhang(10.05.2024 – 07.11.2024) Explaining Neural Networks with Early-Exit. Yibo Yuan(04.11.2024 – 05.05.2025)

Finished Master Theses

Pruning Neural Networks with Classification Activation Paths (opens in new tab) Mengnan Jiang (21.02.2023 – 21.08.2023)
Quantization for Neural Networks based on Classification Difficulty Wanqi Yang (01.03.2023 – 15.09.2023)
Neural Network Accelerator Design with Logic Minimization Carlos José Llorente Cortijo (06.04.2023 – 26.09.2023)
Layer-wise Selection of Weights and Activations for Power-Efficient Neural Network Acceleration (opens in new tab) Fiona Ball (29.02.2024 – 19.09.2024)