ποΈ ACT-SO100-Draw
Action Chunking Transformer (ACT) checkpoint for drawing with a custom pen-holding attachment on the SO-100 and SO-101 robotic arms.
3-D-printed pen mount designed for SO-100 and SO-101 robotic arms.*
Tool STL is available for download in the SO-100 Tools repository.
Demo
Dataset
Name | Episodes | Frames / episode | Modalities |
---|---|---|---|
370-drawn-to-caffeine-draw-smiley | 42 | ~450 | RGB 640Γ480, proprio 5-DoF, gripper state |
Training Details
See run details on wandb for more information: wandb run.
Hyper-parameter | Value |
---|---|
Chunk size | 100 |
Dim Feedforward | 3200 |
Dim Model | 512 |
Dropout | 0.1 |
Feedforward Activation | ReLU |
Decoder layers | 1 |
Encoder layers | 4 |
Attention heads | 8 |
VAE Encoder layers | 4 |
Batch size | 32 |
Optimizer | AdamW, lr = 1e-5 |
Citation
If you use this checkpoint in your work, please cite the following:
@misc{Rohling2025ACTSO100Draw,
author = {Kevin Rohling},
title = {ACT Checkpoint for Pen-Drawing on SO-100},
year = {2025},
howpublished = {\url{https://huggingface.co/kevin510/ACT-SO100-Draw}}
}
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