Counting Birds in Downtown Vancouver with OpenAI — 5
<p>count the number of birds in images captured by traffic cameras in Vancouver.</p>
<p>To count the number of birds in the images, you can use computer vision and object detection techniques. First, you need to perform a discovery step by collecting the images from the traffic cameras in Downtown Vancouver. You can do this by running the command “vanwatch discover Downtown Vancouver ~upload” to collect all of the images. Next, you can ingest the images by running the command “vanwatch ingest Downtown Vancouver dryrun” to analyze the images and get an idea of the types of birds that appear. Finally, you can use a computer vision and object detection algorithms, such as YOLOv5, to train a model on the images collected. This can be done by running the command “vanwatch train size=yolov5n dryrun epochs=10 gpu_count=2 image_size=640 ~upload” to train the model on the images. Once the model is trained, you can use it to count the number of birds in the images.</p>
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