keras-team / autokeras

AutoML library for deep learning
http://autokeras.com/
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Object Detection #925

Open ekarabulut opened 4 years ago

ekarabulut commented 4 years ago

Hi,

I have a model implemented in Darknet Yolo. I'd like to port my model to AutoKeras in order to use its features like hyperparameter optimization. In the documentation, 'ObjectDetection' seems to be an upcoming feature whereas in the source code I can see an SSD implementation exists.

My question is that whether it is possible to use object detection with AutoKeras? If the answer is yes, can you point me to some documentation/tutorial/example so that I can use it and port my model to AutoKeras.

haifeng-jin commented 4 years ago

@ekarabulut The object detection module is only a pertained one. It doesn't support custom dataset for training. Currently, we don't have this module. This is in our plan. Will have it in the near future. Thank you.

hanotrahul commented 4 years ago

hi, @haifeng-jin when will Autokeras support object detection for a custom dataset for training

haifeng-jin commented 4 years ago

@yufei-12 is designing the APIs. Hopefully, we will have a basic model in the next 2 months. Yufei, do you have any updates on this issue?

Thanks.

yufei-12 commented 4 years ago

Hi, I'm reading the code of autogluon. I'll get started soon.Thank you.

------------------ Original ------------------ From: "Haifeng Jin"<notifications@github.com>; Date: 2020年2月28日(星期五) 凌晨4:29 To: "keras-team/autokeras"<autokeras@noreply.github.com>; Cc: "K"<1345997226@qq.com>; "Mention"<mention@noreply.github.com>; Subject: Re: [keras-team/autokeras] Object Detection (#925)

@yufei-12 is designing the APIs. Hopefully, we will have a basic model in the next 2 months. Yufei, do you have any updates on this issue?

Thanks.

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stale[bot] commented 4 years ago

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.

takeofuture commented 4 years ago

So ObjectDetection models eventually supported, (I am not talking about pretrained_model, I assume it is not the job for autokeras as AutoML which automatically search and find candidates for the models based on given data).
I am assuming given training dat asimilar like COCO or so (class label + (x, y, h, w) ) * xxx, then it find the good model for object detection automatically. Any update so far? I am looking forward to using it!

haifeng-jin commented 4 years ago

We are really trying hard to reach this feature. This will be the next one after we have time-series, and segmentation. Of course, we will focus on the performance on existing tasks and fixing important bugs even before those.

GaneshAdam commented 4 years ago

Hi Any updates on this object detection with custom dataset in autokeras. Any example of optimizing standard SSD?Yolo object detectors with autokeras

haifeng-jin commented 4 years ago

We are working on retina net for now. May add the rest after KerasCV is available.

GaneshAdam commented 4 years ago

@haifeng-jin , Thanks for updates. when would retinanet be available. Thanks in adavance!

omar16100 commented 3 years ago

Hi @haifeng-jin

Any update on this?

muhammetp commented 2 years ago

how to use the current framework in object detection by adapting some bbox predictor? is it possible