Datasets: [data request] BAIR Robot Pushing Dataset (original resolution)

Created on 7 Jul 2020  路  8Comments  路  Source: tensorflow/datasets

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I would like to contribute it.

Should I implement it for custom resolution or If fixed then what resolution should the dataset support, optimally?
The paper Self-Supervised Visual Planning with Temporal Skip Connections has used 64 x 64 frames only.

Thanks for your interest!

Looking at the paper code (https://github.com/febert/visual_mpc/blob/master/python_visual_mpc/video_prediction/read_tf_record.py), my first impression was that the original data supported up to 128x128. The documentation for bair_robot_pushing_small also sounds like frames at resolutions higher than 64x64 are in principle available, but I am not 100% sure this is actually true.

A data loader for custom resolution would be ideal but involve more effort. As a start, 128x128 - if possible - would be great and make visual details a lot more discernible.

I see here that the fake dataset for bair_robot_pushing_small was created for size 64 x 64.

So, should I just replace that data with 128 x 128 and then explicitly set the path of fakedata in the testing of one of the dataset builders. Or should I generate a separate fake dataset for the 128 x 128 version?

Maybe generate a separate one?

I have opened a PR. Can you please review it @martinengelcke ? https://github.com/tensorflow/datasets/pull/2279

What's the original resolution of the images in DATA_URL = "http://rail.eecs.berkeley.edu/datasets/bair_robot_pushing_dataset_v0.tar"?

Looks like its 512 x 640.

Closing this issue. See #2279

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