Frugal_AI_image_2025

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tom-b974 commited on Jan 21

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@@ -42,12 +42,13 @@ Inference time to evaluate real-time feasibility.
 Using CodeCarbon, the model's carbon footprint and energy consumption will be tracked, this information will help ensure the model's alignment with the sustainability objectives of the Frugal AI Challenge.
 ## Results:
-Since evaluation of this challenge is on 20% of the train dataset, we need to be vigilant when talking about model performance.
-Indeed, a high accuracy in the part of the train dataset could hide the over-fitting of the model.
 That is what I've been dealing with when reaching 0.91 accuracy of the model and 0.81 mean_iou on the train dataset:
-I can see over-fitting while over-performance on the train dataset (see picture below)  - model is used for submission and is called [yolo11_tr_20012025_frugalAIchal.pt](https://huggingface.co/spaces/tom-b974/Frugal_AI_image_2025/blob/main/yolo11_tr_20012025_frugalAIchal.pt)
-<img src="https://cdn-uploads.huggingface.co/production/uploads/666354284044e2b1c3287c22/LptPoEeSGH22MG_XftxdP.png" alt="Example image" width="300">
-As a data scientist, another model has been trained and evaluated on the whole "val" dataset.

 Using CodeCarbon, the model's carbon footprint and energy consumption will be tracked, this information will help ensure the model's alignment with the sustainability objectives of the Frugal AI Challenge.
 ## Results:
+Since this challenge's evaluation is based on 20% of the train dataset, we need to be vigilant when discussing model performance.
+Indeed, a high accuracy in this part of the train dataset could hide the over-fitting of the model.
 That is what I've been dealing with when reaching 0.91 accuracy of the model and 0.81 mean_iou on the train dataset:
+I can see over-fitting while over-performance on the train dataset (see picture below).
+Due to this challenge evaluation criteria ,this model is used for submission and is called [yolo11_tr_20012025_frugalAIchal.pt](https://huggingface.co/spaces/tom-b974/Frugal_AI_image_2025/blob/main/yolo11_tr_20012025_frugalAIchal.pt)
+<img src="https://cdn-uploads.huggingface.co/production/uploads/666354284044e2b1c3287c22/LptPoEeSGH22MG_XftxdP.png" alt="Results on train dataset evaluation" width="600">
+As a professional data scientist, another model has been trained and evaluated on the "val" dataset (see picture below -soon)