File	Description
`best.pt`	⭐ Best mAP checkpoint
`last.pt`	Latest epoch — resume training from here
`best.onnx`	ONNX FP16 for edge deployment
`checkpoints/epoch_*.pt`	Periodic saves every 10 epochs

🚀 Quick Inference

python

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: 200 | Img: 640px | Batch: 32
GPU: Kaggle Dual T4 | Data: TACO + OpenLitterMap + Road Waste

Last updated: 2026-05-01 07:33 UTC

aryanshh/littercam-yolov9c

🗑️ LitterCam — YOLOv9-C Waste Detection

📦 Files

🚀 Quick Inference

🏷️ Classes

⚙️ Training

aryanshh/
littercam-yolov9c