littercamvFFx / README.md
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Update model card [2026-05-02 14:34 UTC]
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metadata
license: apache-2.0
tags:
  - object-detection
  - yolov9
  - litter-detection
  - waste-detection
  - littercam
  - computer-vision
datasets:
  - taco
  - openlittermap
base_model: yolov9-c

🗑️ LitterCam — YOLOv9-C Waste Detection (6-hr run)

Detects 10 classes of roadside litter from CCTV/dashcam footage.

📦 Files

File Description
best.pt Best mAP checkpoint
last.pt Latest epoch — resume training
best.onnx ONNX FP16 for edge deployment

🚀 Quick Inference

from ultralytics import YOLO
model = YOLO("best.pt")
results = model("road.jpg", conf=0.35)
results[0].show()

🏷️ Classes

cigarette_butt · plastic_bottle · drinks_can · fast_food_packaging plastic_bag · coffee_cup · glass_bottle · paper_waste food_wrapper · general_litter

⚙️ Training

  • Arch: YOLOv9-C | Epochs: 50 | Img: 640px | Batch: 16
  • GPU: Kaggle Dual T4 | Mode: 6-hr max accuracy

Last updated: 2026-05-02 14:34 UTC