ChatHuman: Chatting about 3D Humans with Tools

TL;DR

ChatHuman is a language-driven system that integrates multiple 3D human analysis tools within a unified framework, enabling effective discussion, interpretation, and application of complex 3D human data through an LLM-based interface.

Contribution

It introduces a novel LLM-based system that autonomously selects, applies, and interprets diverse 3D human analysis tools, overcoming domain-specific challenges and enhancing performance.

Findings

Outperforms existing models in tool selection accuracy

Supports interactive user-chat capabilities

Effectively manages complex 3D outputs

Abstract

Numerous methods have been proposed to detect, estimate, and analyze properties of people in images, including 3D pose, shape, contact, human-object interaction, and emotion. While widely applicable in vision and other areas, such methods require expert knowledge to select, use, and interpret the results. To address this, we introduce ChatHuman, a language-driven system that integrates the capabilities of specialized methods into a unified framework. ChatHuman functions as an assistant proficient in utilizing, analyzing, and interacting with tools specific to 3D human tasks, adeptly discussing and resolving related challenges. Built on a Large Language Model (LLM) framework, ChatHuman is trained to autonomously select, apply, and interpret a diverse set of tools in response to user inputs. Our approach overcomes significant hurdles in adapting LLMs to 3D human tasks, including the need for domain-specific knowledge and the ability to interpret complex 3D outputs. The innovations of ChatHuman include leveraging academic publications to instruct the LLM on tool usage, employing a retrieval-augmented generation model to create in-context learning examples for managing new tools, and effectively discriminating between and integrating tool results by transforming specialized 3D outputs into comprehensible formats. Experiments demonstrate that ChatHuman surpasses existing models in both tool selection accuracy and overall performance across various 3D human tasks, and it supports interactive chatting with users. ChatHuman represents a significant step toward consolidating diverse analytical methods into a unified, robust system for 3D human tasks.