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Published in IEEE Transactions on Multimedia, 2020
We propose a novel framework for hand pose estimation from depth image. The framework mainly utilise a differentiable decoder structure.
Recommended citation: X. Zhang and F. Zhang, "Differentiable Spatial Regression: A Novel Method for 3D Hand Pose Estimation," in IEEE Transactions on Multimedia, vol. 24, pp. 166-176, 2022, doi: 10.1109/TMM.2020.3047552. https://ieeexplore.ieee.org/document/9309323
Published in NeurIPS 2022, Datasets and Benchmarks Track, 2022
NeoRL presents conservative datasets for offline RL, highlights the complete pipeline for deploying offline RL in real-world applications, and also benchmarks recent offline RL algorithms on NeoRL under the complete pipeline.
Recommended citation: Qin, R. J., Zhang, X., Gao, S., Chen, X. H., Li, Z., Zhang, W., & Yu, Y. (2022). NeoRL: A near real-world benchmark for offline reinforcement learning. Advances in Neural Information Processing Systems, 35, 24753-24765. https://openreview.net/pdf?id=jNdLszxdtra
Published in NeurIPS 2023, 2023
We propose Action Inference by Maximising Evidence (AIME), a novel algorithm for imitation from observation by transferring learnt world models.
Recommended citation: Xingyuan Zhang, Philip Becker-Ehmck, Patrick van der Smagt, Maximilian Karl, Action Inference by Maximising Evidence: Zero-Shot Imitation from Observation with World Models, NeurIPS 2023 https://openreview.net/forum?id=WjlCQxpuxU
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Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.