Search Results for author: Michal Vavrecka

Found 5 papers, 4 papers with code

Bridging Language, Vision and Action: Multimodal VAEs in Robotic Manipulation Tasks

1 code implementation2 Apr 2024 Gabriela Sejnova, Michal Vavrecka, Karla Stepanova

A more lightweight alternative would be the implementation of multimodal Variational Autoencoders (VAEs) which can extract the latent features of the data and integrate them into a joint representation, as has been demonstrated mostly on image-image or image-text data for the state-of-the-art models.

Adaptive Compression of the Latent Space in Variational Autoencoders

1 code implementation11 Dec 2023 Gabriela Sejnova, Michal Vavrecka, Karla Stepanova

Variational Autoencoders (VAEs) are powerful generative models that have been widely used in various fields, including image and text generation.

Text Generation

Benchmarking Multimodal Variational Autoencoders: CdSprites+ Dataset and Toolkit

1 code implementation7 Sep 2022 Gabriela Sejnova, Michal Vavrecka, Karla Stepanova

Multimodal Variational Autoencoders (VAEs) have been the subject of intense research in the past years as they can integrate multiple modalities into a joint representation and can thus serve as a promising tool for both data classification and generation.

Benchmarking

myGym: Modular Toolkit for Visuomotor Robotic Tasks

no code implementations21 Dec 2020 Michal Vavrecka, Nikita Sokovnin, Megi Mejdrechova, Gabriela Sejnova, Marek Otahal

We introduce a novel virtual robotic toolkit myGym, developed for reinforcement learning (RL), intrinsic motivation and imitation learning tasks trained in a 3D simulator.

Imitation Learning OpenAI Gym +1

Where is my forearm? Clustering of body parts from simultaneous tactile and linguistic input using sequential mapping

1 code implementation8 Jun 2017 Karla Stepanova, Matej Hoffmann, Zdenek Straka, Frederico B. Klein, Angelo Cangelosi, Michal Vavrecka

In species that use language, this process is further structured by this interaction, where a mapping between the sensorimotor concepts and linguistic elements needs to be established.

Clustering

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