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Add a failure case visualization
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shaoanlu committed May 3, 2024
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10 changes: 9 additions & 1 deletion README.md
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Expand Up @@ -47,5 +47,13 @@ Videos and Lectures
- [6.4210 Fall 2023 Lecture 18: Visuomotor Policies (via Behavior Cloning)](https://youtu.be/i-303tTtEig)

## Learning note
Refer to [`learning_note.md`](learning_note.md).
### Failure case: the diffusion policy controller failed to extrapolate from training data
Figure: A failure case of the controller.
- The left figure is a trajectory in the training data.
- The middle figure is the closed-loop simulation result of the controller starting from the SAME initial position as the training data.
- The right figure is the closed-loop simulation result of the controller starting from a DIFFERENT initial position, which resulted in a trajectory with collision.

<img src="assets/dp_sensitive_to_init_pos.jpg" alt="drawing" width="600"/>

Refer to [`learning_note.md`](learning_note.md) for other notes.

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