πŸ–ŠοΈ 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.

pen_tool_photo 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

Training Results


Dataset

Name Episodes Frames / episode Modalities
370-drawn-to-caffeine-draw-smiley 42 ~450 RGB 640Γ—480, 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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