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Guessing Game with Robot Arm

Project Sumary

We built a robotic guessing game system that integrates multimodal perception and precise motion control. The system combines object detection, reasoning, and motion planning to infer and deliver target objects based on user-provided clues. Experimental evaluations validate its effectiveness in reasoning, object manipulation, and real-time operation, demonstrating its potential for dynamic human-robot interaction.
Project details: link

Team

Eldor Fozilov, Gahyeon Shim, Minji Kim, Seongjae Lee, Sunhong Ahn, and Youngbin Ki

Demonstration Video

Video Label

User Interface

Logo

User Interface Demo (Pipeline 1 & 2)

UI Demo (pipeline 1) UI Demo (pipeline 2)

Environment Installation Guideline

conda create -n python=3.10

Installation Torch 2.1.2 [https://pytorch.org/get-started/previous-versions/]

MAC OSX : pip install torch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2

Linux Find your CUDA version first nvcc --version

CUDA 11.8 conda install pytorch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 pytorch-cuda=11.8 -c pytorch -c nvidia

CUDA 12.1 conda install pytorch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 pytorch-cuda=12.1 -c pytorch -c nvidia

Common Install

  1. COMMON
  • pip install openmim
  • mim install "mmcv==2.1.0"
  • mim install "mmdet==3.3.0"
  • mim install "mmcv-lite==2.0.1"
  • mim install "mmengine==0.10.4"
  • mim install "mmyolo==0.6.0"
  1. YOLO World
  1. Lerobot
  1. TTS

(If it has a problem -> pip install TTS --use-deprecated=legacy-resolver)

  1. COMMON
  • pip install spacy timm accelerate sentencepiece
  • pip install Flask-Assets
  • pip install ultralytics openai-whisper pvrecorder
  • pip install mujoco ikpy

Run

pyhton ./ui/run.py

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Enhancing a robot arm with multimodal understanding and reasoning capabilities

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