Supervision & Teaching

Interested in collaborating? Reach out via mukh07(at)dfki.de. I am seeking motivated students for theses and guided research. If you have ideas or projects, I'd love to hear from you! Some available topics are listed below:

Summer Semester 2025

• Project Sparse Neural Networks
• Project Category-Agnostic Pose Estimation
• Project Small Vision Language Model

Want to learn more about my research interests? See my past publications. For a complete list of topics advertised by the Augmented Vision Group, visit this page.

Theses

1. Thesis Classroom-Inspired Learning for Deep Neural Networks - Shalini Sarode (Oct 2024)

Guided Research

1. Guided Research Enhancing Zero-Shot Classification with CLIP-Driven Optimal Natural Language Description Selection - Nosheen Nazir (Nov 2024)
2. Guided Research Monocular 3D Human Pose Estimation Using Depth Augmentation - Jeremias Krauss (Oct 2024)

Seminars and Projects

Winter Semester 2024/25

• Project Human Image Generation through Multimodal Diffusion Models - Muhammad Usama

Summer Semester 2024

• Seminar Advances in Gait Recognition - Shino Sam
• Project Gait Recognition using OpenGait - Aakarsh Goel
• Seminar Controllable Style Transfer for Pose-Guided Human Image Generation Using Diffusion - Muhammad Usama

Winter Semester 2023/24

• Project Unified 2D Human Pose Estimation - Dhavalkumar Limbachiya
• Project Active Learning for Optimal Data Labeling - Nikita Khutorni

Summer Semester 2023

• Seminar Deep Neural Networks for Vision Tasks on Mobile Devices - Aditya Ranjan Dash
• Seminar Automating Design of Efficient Models with Neural Architecture Search - Sebastian Igel
• Project Optimizing Human Pose Estimation through Knowledge Distillation - Sebastian Igel, Shalini Sarode