Image Classification
timm
PyTorch
facial-expression-recognition
driver-monitoring
vision-transformer
parameter-efficient-fine-tuning
lora
adaptformer
ssf
Instructions to use headless-start/parameter-efficient-dfer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- timm
How to use headless-start/parameter-efficient-dfer with timm:
import timm model = timm.create_model("hf-hub:headless-start/parameter-efficient-dfer", pretrained=True) - Notebooks
- Google Colab
- Kaggle
Download stage1/results.json from headless-start/parameter-efficient-dfer: direct link, hf CLI and curl.
- Browser
- Download file 38 kB
-
https://huggingface.co/headless-start/parameter-efficient-dfer/resolve/main/stage1/results.json
- Command line
-
hf download hf://headless-start/parameter-efficient-dfer/stage1/results.json
-
curl -L -o results.json https://huggingface.co/headless-start/parameter-efficient-dfer/resolve/main/stage1/results.json
38 kB
| { | |
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| "best_val_uar": 0.8422065711699508, | |
| "best_val_loss": 0.16450884051903517, | |
| "best_epoch": 28, | |
| "epoch_selection": { | |
| "rule_id": "set_rule_war_then_uar_v1", | |
| "rule": "retain every candidate whose validation WAR is within 1e-4 of the global maximum; within that set retain every candidate whose validation UAR is within 1e-4 of the retained maximum; within that, every candidate whose validation loss is within 1e-4 of the retained minimum; break remaining ties with the declared ordered keys. Order-independent by construction: no pairwise tolerance comparison is made.", | |
| "tolerance": 0.0001, | |
| "tie_breakers": [ | |
| "epoch" | |
| ], | |
| "n_candidates": 120, | |
| "max_val_war": 0.9436127744510978, | |
| "n_retained_by_war": 1, | |
| "max_val_uar_in_retained": 0.8422065711699508, | |
| "n_retained_by_uar": 1, | |
| "min_val_loss_in_retained": 0.16450884051903517, | |
| "n_retained_by_loss": 1, | |
| "selected": { | |
| "epoch": 28, | |
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| "rule": "architecture no_weight_decay() list, plus every tensor of rank <= 1", | |
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