| tags: [image-classification, plankton, PISCO, vision-transformer] | |
| # ATAIIR2604_NorthSea_binary | |
| Fine-tuned ViT from the PISCO plankton imaging pipeline, run **ATAIIR2604_NorthSea** | |
| (ATAIR-BSH, North Sea, April 2026). | |
| **Classes (2):** living, not-living | |
| ## Important: this model is coupled to its preprocessing | |
| Trained on crops produced with the **v5a LUCYD deconvolution** | |
| (`lucyd-edof-plankton_v5a_20260807.pth`) and **neighbour-isolated** crops | |
| (`PISCO_ISOLATE_CROPS=1`). Running it on crops from a different deconvolution | |
| model, or on non-isolated crops, is an out-of-domain shift and degrades the | |
| living/not-living split badly. | |
| Preprocessing: resize longest edge to 224, centre-pad to 224x224 with white | |
| (255), normalise mean=std=0.5. No rotation at inference. | |
| ## Use in the pipeline | |
| ``` | |
| process_pisco_profiles.py --dualvit-model ATAIIR2604_NorthSea | |
| ``` | |