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DAISO-10

This dataset is a variant of DAISO-100. The dataset consists of 10,000 images of 10 class sundries (miscellaneous products). Each class object have multiple attributes (illumination conditions, ways of object placement, orientations and camera angles). Artificial domain shifts can be created using these meta-data. Further details of this dataset are given in this preprint.


Files

DAISO-10 url list

basket.tar.gz (md5:40b945d0a37b05883d9ced6dfabdb5aa) 90.7 MB

brush.tar.gz (md5:396badac9e2b874434859116e7bf17fa) 65.8 MB

cup.tar.gz (md5:1b29f49b95c35d85e9c93ed20be2dc65) 62.3 MB

dolphin.tar.gz (md5:7f36b9fc0ad70c367787499a26f13d30) 61.2 MB

greenapple.tar.gz (md5:9c37d4341d0ead873571ce0f93762607) 63.4 MB

plant.tar.gz (md5:c79bd5b5517c1da6cc00b7396275f3b6) 68.1 MB

tape.tar.gz (md5:b977af5aaef535c6766e24137427b640) 69.8 MB

tomato.tar.gz (md5:f3fbf6aeeaf212edc90bf3ca65954e5d) 64.7 MB

whale.tar.gz (md5:70cb1e0eeef104255ec8a515d2075a35) 62.8 MB

yarn.tar.gz (md5:9d775fd10f6fb61ed1e9da54550293da) 69.9 MB


Citation (BibTeX)

Akira Sakai, Taro Sunagawa, Spandan Madan, Kanata Suzuki, Takashi Katoh, Hiromichi Kobashi, Hanspeter Pfister, Pawan Sinha, Xavier Boix, and Tomotake Sasaki. Three approaches to facilitate dnn generalization to objects in out-of-distribution orientations and illuminations: late-stopping, tuning batch normalization and invariance loss. arXiv preprint arXiv:2111.00131, 2021. The dataset is available at http://dataset.jp.fujitsu.com/data/daiso10/index.html.


@misc{sakai2021approaches,
      title={Three approaches to facilitate DNN generalization to objects in out-of-distribution orientations and illuminations: late-stopping, tuning batch normalization and invariance loss}, 
      author={Sakai, Akira  and Sunagawa, Taro  and Madan, Spandan  and Suzuki, Kanata  and Katoh, Takashi  and Kobashi, Hiromichi  and Pfister, Hanspeter  and Sinha, Pawan  and Boix, Xavier  and Sasaki, Tomotake},
      year={2021},
      howpublished={arXiv preprint arXiv:2111.00131}, 
      note={The dataset is available at \url{http://dataset.jp.fujitsu.com/data/daiso10/index.html}.}
}

Acknowledgments

The sundries photographed in this dataset are products of DAISO. We would like to thank Daiso Industries Co., Ltd. for allowing us to make this dataset publicly available.

License

CC0 All data is licensed under CC0