Neural Collage Transfer: Artistic Reconstruction via Material Manipulation

1 code implementation • ICCV 2023 • Ganghun Lee, Minji Kim, Yunsu Lee, Minsu Lee, Byoung-Tak Zhang

Collage is a creative art form that uses diverse material scraps as a base unit to compose a single image.

From Scratch to Sketch: Deep Decoupled Hierarchical Reinforcement Learning for Robotic Sketching Agent

1 code implementation • 9 Aug 2022 • Ganghun Lee, Minji Kim, Minsu Lee, Byoung-Tak Zhang

We present an automated learning framework for a robotic sketching agent that is capable of learning stroke-based rendering and motor control simultaneously.

Hierarchical Reinforcement Learning reinforcement-learning +1

Toddler-Guidance Learning: Impacts of Critical Period on Multimodal AI Agents

no code implementations • 12 Jan 2022 • Junseok Park, Kwanyoung Park, Hyunseok Oh, Ganghun Lee, Minsu Lee, Youngki Lee, Byoung-Tak Zhang

To validate this hypothesis, we adapt this notion of critical periods to learning in AI agents and investigate the critical period in the virtual environment for AI agents.

Reinforcement Learning (RL) Transfer Learning