I Was Blind but Now I See: Implementing Vision-Enabled Dialogue in Social Robots

Giulio Antonio Abbo, Tony Belpaeme
11/15/2023
cs.ROcs.AIcs.HC

No official code found. Best implementation: giubots/vision-enabled-dialogue (7 stars, MIT, last commit 2026-04-02).

Abstract

In the rapidly evolving landscape of human-computer interaction, the integration of vision capabilities into conversational agents stands as a crucial advancement. This paper presents an initial implementation of a dialogue manager that leverages the latest progress in Large Language Models (e.g., GPT-4, IDEFICS) to enhance the traditional text-based prompts with real-time visual input. LLMs are used to interpret both textual prompts and visual stimuli, creating a more contextually aware conversational agent. The system's prompt engineering, incorporating dialogue with summarisation of the images, ensures a balance between context preservation and computational efficiency. Six interactions with a Furhat robot powered by this system are reported, illustrating and discussing the results obtained. By implementing this vision-enabled dialogue system, the paper envisions a future where conversational agents seamlessly blend textual and visual modalities, enabling richer, more context-aware dialogues.

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Code Implementations(1)

MIT

Code for a vision-enabled dialogue system, combining dialogue and visual inputs to enhance contextual awareness. Utilizing GPT-4, the system summarizes prompt images for brevity and can be employed as a standalone application with a webcam or integrated into a Furhat robot.

71Python, DockerfileNov 14, 20236 months agoMIT
conversation-managermultimodal-dialogue

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Cite this paper

@article{abbo2023blind,
  title  = {I Was Blind but Now I See: Implementing Vision-Enabled Dialogue in Social Robots},
  author = {Giulio Antonio Abbo and Tony Belpaeme},
  year   = {2023},
  eprint = {2311.08957},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2311.08957v1}
}

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