---
license: apache-2.0
tags:
- tread
---

The [random patch cropping](https://huggingface.co/nebulette/c-side) was replaced by the [TREAD](https://huggingface.co/blog/Photoroom/prx-part3#token-routing-with-tread) method.

Spatial encoding loss was calculated on unskipped layers as [it was explained elsewhere](https://huggingface.co/nebulette/fashion-side).

References
- 2501.04765
- 2601.08584 (layer pruning)