Search Results for author: Chintan Trivedi

Found 6 papers, 3 papers with code

Simulator-Free Visual Domain Randomization via Video Games

1 code implementation2 Feb 2024 Chintan Trivedi, Nemanja Rašajski, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis

In a more challenging setting, BehAVE manages to improve the zero-shot transferability of foundation models to unseen FPS games (up to 22%) even when trained on a game of a different genre (Minecraft).

FPS Games Video Understanding

Towards General Game Representations: Decomposing Games Pixels into Content and Style

no code implementations20 Jul 2023 Chintan Trivedi, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis

On-screen game footage contains rich contextual information that players process when playing and experiencing a game.

Game State Learning via Game Scene Augmentation

no code implementations4 Jul 2022 Chintan Trivedi, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis

Having access to accurate game state information is of utmost importance for any artificial intelligence task including game-playing, testing, player modeling, and procedural content generation.

Contrastive Learning Image Augmentation +1

Revisiting lp-constrained Softmax Loss: A Comprehensive Study

1 code implementation20 Jun 2022 Chintan Trivedi, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis

Normalization is a vital process for any machine learning task as it controls the properties of data and affects model performance at large.

Classification Image Classification

Learning Task-Independent Game State Representations from Unlabeled Images

no code implementations13 Jun 2022 Chintan Trivedi, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis

We train an image encoder with three widely used SSL algorithms using solely the raw frames, and then attempt to recover the internal state variables from the learned representations.

Image Classification Self-Supervised Learning

Contrastive Learning of Generalized Game Representations

1 code implementation18 Jun 2021 Chintan Trivedi, Antonios Liapis, Georgios N. Yannakakis

In this paper we build on recent advances in contrastive learning and showcase its benefits for representation learning in games.

Contrastive Learning Image Classification +1

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