🧠 Trash Detection Model (YOLOv11n)

This model detects and classifies trash types (plastic, paper, glass, trash) using YOLOv11n.
It was trained on the Trash Type Image Dataset from Kaggle.


πŸ“‚ Dataset

  • Source: Kaggle Trash Type Image Dataset
  • Classes: plastic, paper, glass, trash
  • License: Follows the original dataset's Kaggle terms.
  • The dataset was split into train and val folders for YOLO format.

βš™οΈ Training Details

  • Base model: ultralytics/yolo11n.pt
  • Framework: Ultralytics YOLO
  • Image size: 320
  • Epochs: 30
  • Batch size: 2
  • Hardware: Jetson Orin Nano

🧩 Usage

from huggingface_hub import hf_hub_download
from ultralytics import YOLO

model_path = hf_hub_download(
    repo_id="Alope/trash-detection-yolo11n",
    filename="best.pt"
)
model = YOLO(model_path)
results = model.predict(source="test.jpg", show=True)
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