Training YOLOv8 with KerasCV on Custom Traffic Light Dataset

Dive into the world of object detection with the robustness of YOLOv8, now seamlessly integrated into the KerasCV framework! In today's session, we venture into fine-tuning YOLOv8 for a specialized application - traffic light detection. A crucial component for Advanced Driver Assistance Systems (ADAS).

Discover:

✅ The nuances of the Traffic Light Detection Dataset.
✅ The steps to wield YOLOv8 using KerasCV for custom datasets.
✅ A demonstration of inference on validation images.
✅ YOLOv8's prowess in real-time video inference.

Missed our previous session?

We covered an in-depth overview of the KerasCV library last week. Ensure to check it out!

Join us as we demystify the steps to train YOLOv8 on custom data using KerasCV. Let's illuminate our path with AI!

Resources:

Processing, Image Classification, Object Detection, Face Detection, Face Recognition, YOLO, Segmentation, Pose Estimation, and many more using OpenCV(Python/C++), PyTorch, and TensorFlow.

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[franciscageorgue]

Excelent video! how can I load a image that not exists in the dataset and make a prediction?

[coderseparateseason]

i use latest keras-cv. i got error.
why

[alexanderoroudjev]

Great video! What would be the next step with the h5 file? I am having issues loading it back up and using it. Could you point to some resources on where I can find this?

[nadyasalsabila]

I want to experiment yolo v8 with KerasCV by using a dataset that already contains image annotations and stored in txt format, does it have to be converted to XML or can it be used directly? if so, how to do it?

[eiyxowg]

when i use the code and train the model on 7 epochs, the MaP is always, please give me a sulotion

[aduck]

Hi! Is it normal to have an ETA/step of 3 hours?

[eiyxowg]

i run the code on 7 epochs and it always give me MaP :

[rahulramakrishnan]

Hi, are the image normalized as part of the model?