Search Results for author: Esteve Valls Mascaro

Found 7 papers, 1 papers with code

Robot Interaction Behavior Generation based on Social Motion Forecasting for Human-Robot Interaction

no code implementations7 Feb 2024 Esteve Valls Mascaro, Yashuai Yan, Dongheui Lee

Integrating robots into populated environments is a complex challenge that requires an understanding of human social dynamics.

Motion Forecasting

ImitationNet: Unsupervised Human-to-Robot Motion Retargeting via Shared Latent Space

no code implementations11 Sep 2023 Yashuai Yan, Esteve Valls Mascaro, Dongheui Lee

Additionally, we propose a consistency term to build a common latent space that captures the similarity of the poses with precision while allowing direct robot motion control from the latent space.

Collision Avoidance Contrastive Learning +1

A Unified Masked Autoencoder with Patchified Skeletons for Motion Synthesis

no code implementations14 Aug 2023 Esteve Valls Mascaro, Hyemin Ahn, Dongheui Lee

Experimental results show that our model successfully forecasts human motion on the Human3. 6M dataset.

Motion Synthesis

Can We Use Diffusion Probabilistic Models for 3D Motion Prediction?

no code implementations28 Feb 2023 Hyemin Ahn, Esteve Valls Mascaro, Dongheui Lee

After many researchers observed fruitfulness from the recent diffusion probabilistic model, its effectiveness in image generation is actively studied these days.

Image Generation motion prediction

Robust Human Motion Forecasting using Transformer-based Model

no code implementations16 Feb 2023 Esteve Valls Mascaro, Shuo Ma, Hyemin Ahn, Dongheui Lee

In addition, our model is tested in conditions where the human motion is severely occluded, demonstrating its robustness in reconstructing and predicting 3D human motion in a highly noisy environment.

Motion Forecasting

Intention-Conditioned Long-Term Human Egocentric Action Forecasting

1 code implementation25 Jul 2022 Esteve Valls Mascaro, Hyemin Ahn, Dongheui Lee

Our framework first extracts two level of human information over the N observed videos human actions through a Hierarchical Multi-task MLP Mixer (H3M).

Action Anticipation Long Term Action Anticipation

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