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tensorflow / adanet

Fast and flexible AutoML with learning guarantees.
https://adanet.readthedocs.io
Apache License 2.0
3.47k stars 527 forks source link

adanet for object detection #5

Open SUYEgit opened 6 years ago

SUYEgit commented 6 years ago

Hi, thank you for sharing this brilliant automl tool！I wish I could implement your code, but in most industry scene tasks are complicated and will not be able to be solved by classification.

When would you provide adanet for object detection task? Or do you have the plan?

I find out that most popular automl tools are not capable to apply on task like object detection, semantic segmantation, such as autokeras. Could you please tell me the most significant technical barrier to search networks architectures like faster rcnn?

I would appreciate your reply, thanks.

cweill commented 6 years ago

Thank you for your kind words. We would like to make AdaNet as flexible as possible to support different real-world tasks. Could you please provide some examples of object detection datasets and/or frameworks we could look at for inspiration? Do you know if any of them are implemented in TensorFlow using the tf.estimator.Estimator API?

mlaradji commented 6 years ago

I am interested in using AdaNet for semantic segmentation. It seems to me that the main thing that would need to be implemented is an appropriate head for use in the AdaNet Estimator.

bhack commented 5 years ago

What about Google Autodeeplab for segmentation? Will it land here? See https://arxiv.org/abs/1901.02985

omar16100 commented 3 years ago

+1