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4.28765344619751 + - 0.5050170421600342 + - 2.349133253097534 + x990: + - 0.5889574289321899 + - 5.461389541625977 + - 0.30419379472732544 + x991: + - 0.14007297158241272 + - 7.812564373016357 + - 0.80796217918396 + x992: + - 0.0 + - 4.055178642272949 + - 6.989445209503174 + x993: + - 0.2949969172477722 + - 2.0053791999816895 + - 1.7505403757095337 + x994: + - 0.5977605581283569 + - 5.365735054016113 + - 2.268313407897949 + x995: + - 8.04195785522461 + - 1.6029119491577148 + - 4.457029342651367 + x996: + - 0.0 + - 0.0 + - 0.6012576818466187 + x997: + - 0.0 + - 0.0 + - 0.21711473166942596 + x998: + - 7.496459484100342 + - 2.5657670497894287 + - 3.0418789386749268 + x999: + - 0.31105291843414307 + - 2.1435296535491943 + - 1.4404621124267578 +--- + +# Model description + +This is a LogisticRegressionCV model trained on averages of patch embeddings from the Imagenette dataset. This forms the GAM of an [Emb-GAM](https://arxiv.org/abs/2209.11799) extended to images. Patch embeddings are meant to be extracted with the [`Ramos-Ramos/dino-resnet-50` DINO checkpoint](https://huggingface.co/Ramos-Ramos/dino-resnet-50). + +## Intended uses & limitations + +This model is not intended to be used in production. + +## Training Procedure + +### Hyperparameters + +The model is trained with below hyperparameters. + +
+ Click to expand + +| Hyperparameter | Value | +|-------------------|-----------------------------------------------------------| +| Cs | 10 | +| class_weight | | +| cv | StratifiedKFold(n_splits=5, random_state=1, shuffle=True) | +| dual | False | +| fit_intercept | True | +| intercept_scaling | 1.0 | +| l1_ratios | | +| max_iter | 100 | +| multi_class | auto | +| n_jobs | | +| penalty | l2 | +| random_state | 1 | +| refit | False | +| scoring | | +| solver | lbfgs | +| tol | 0.0001 | +| verbose | 0 | + +
+ +### Model Plot + +The model plot is below. + +
LogisticRegressionCV(cv=StratifiedKFold(n_splits=5, random_state=1, shuffle=True),random_state=1, refit=False)
Please rerun this cell to show the HTML repr or trust the notebook.
+ +## Evaluation Results + +You can find the details about evaluation process and the evaluation results. + + + +| Metric | Value | +|----------|----------| +| accuracy | 0.987771 | +| f1 score | 0.987771 | + +# How to Get Started with the Model + +Use the code below to get started with the model. + +
+ Click to expand + +```python + +from PIL import Image +from skops import hub_utils +import torch +from transformers import AutoFeatureExtractor, AutoModel +import pickle +import os + +# load embedding model +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +feature_extractor = AutoFeatureExtractor.from_pretrained("Ramos-Ramos/dino-resnet-50") +model = AutoModel.from_pretrained("Ramos-Ramos/dino-resnet-50").eval().to(device) + +# load logistic regression +os.mkdir("emb-gam-dino-resnet") +hub_utils.download(repo_id="Ramos-Ramos/emb-gam-dino-resnet", dst="emb-gam-dino-resnet") + +with open("emb-gam-dino-resnet/model.pkl", "rb") as file: + logistic_regression = pickle.load(file) + +# load image +img = Image.open("examples/english_springer.png") + +# preprocess image +inputs = {k: v.to(device) for k, v in feature_extractor(img, return_tensors='pt').items()} + +# extract patch embeddings +with torch.no_grad(): + patch_embeddings = model(**inputs).last_hidden_state[0].permute(1, 2, 0).view(7*7, 2048).cpu().cpu() + +# classify +pred = logistic_regression.predict(patch_embeddings.sum(dim=0, keepdim=True)) + +# get patch contributions +patch_contributions = logistic_regression.coef_ @ patch_embeddings.T.numpy() +``` + +
+ + + + +# Model Card Authors + +This model card is written by following authors: + +Patrick Ramos and Ryan Ramos + +# Model Card Contact + +You can contact the model card authors through following channels: +[More Information Needed] + +# Citation + +Below you can find information related to citation. + +**BibTeX:** +``` +@article{singh2022emb, + title={Emb-GAM: an Interpretable and Efficient Predictor using Pre-trained Language Models}, + author={Singh, Chandan and Gao, Jianfeng}, + journal={arXiv preprint arXiv:2209.11799}, + year={2022} +} +``` + + +# Additional Content + +## confusion_matrix + +![confusion_matrix](confusion_matrix.png) \ No newline at end of file