Category Archives: TensorFlow
Convert PASCAL dataset to TFRecord for object detection in TensorFlow
Once you are done annotating your image dataset in the Pascal VOC format, you must convert your data into the TFRecord format. Because to use your own dataset in TensorFlow Object Detection API, you must convert it into the TFRecord file format.
How to use TensorFlow ‘s Dataset API in Keras ‘s model.fit method?
It’s worth noting that different parts of the data pipeline will stress different parts of the system. So for loading from the disk is an I/o- bound task and we’ll generally want to consume this I/O as fast as possible so that we’re not constantly waiting for images to arrive from disk one at a time.