Many vision pipelines fail before the model sees the frame. Preprocessing quality is often the first and best optimization lever.
A blurry input cannot be rescued by a confident output.
Practical filters
| Operation | Use case |
|---|---|
| Thresholding | High-contrast digit regions |
| Morphological opening | Noise cleanup |
| CLAHE | Uneven lighting compensation |