Categories
CNNs Vision

EfficientDet

Google also has a new detection algorithm and it looks much faster than Mask RCNN https://ai.googleblog.com/2020/04/efficientdet-towards-scalable-and.html

EfficientNet: Improving Accuracy and Efficiency through AutoML and Model Scaling

Of course the state of the art keeps improving, but this looks like a stepping stone.

EfficientDet

github: https://github.com/google/automl/tree/master/efficientdet

arxiv: https://arxiv.org/pdf/1911.09070.pdf

This is the S.O.T.A. The G.O.A.T. of 2020. So we’ll try it out:

https://heartbeat.fritz.ai/end-to-end-object-detection-using-efficientdet-on-raspberry-pi-3-part-2-bb5133646630

https://towardsdatascience.com/custom-object-detection-using-tensorflow-from-scratch-e61da2e10087

https://gilberttanner.com/categories/object-detection

TF2 Model Zoo introduces new SOTA models such as CenterNetExtremeNet, and EfficientDet.

https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/tf2_detection_zoo.md