CVAIIVMay 7, 2022

Playing Tic-Tac-Toe Games with Intelligent Single-pixel Imaging

arXiv:2205.03663v12 citationsh-index: 22
Originality Incremental advance
AI Analysis

This work demonstrates a novel application of single-pixel imaging for non-image tasks, but it is incremental as it adapts an existing technique to a specific game scenario.

The researchers tackled the problem of extending single-pixel imaging beyond image-based tasks by integrating it into playing Tic-Tac-Toe games interactively, achieving unbeatable performance against human players in simulations and experiments.

Single-pixel imaging (SPI) is a novel optical imaging technique by replacing a two-dimensional pixelated sensor with a single-pixel detector and pattern illuminations. SPI have been extensively used for various tasks related to image acquisition and processing. In this work, a novel non-image-based task of playing Tic-Tac-Toe games interactively is merged into the framework of SPI. An optoelectronic artificial intelligent (AI) player with minimal digital computation can detect the game states, generate optimal moves and display output results mainly by pattern illumination and single-pixel detection. Simulated and experimental results demonstrate the feasibility of proposed scheme and its unbeatable performance against human players.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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