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imagenet-w21-p

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metadata
dataset_info:
  features:
    - name: image
      dtype: image
    - name: label
      dtype: int64
    - name: label_tree
      sequence: int64
    - name: semantic_labels
      sequence: int64
    - name: image_id
      dtype: string
  splits:
    - name: train
      num_bytes: 480116925496.397
      num_examples: 11060239
    - name: validation
      num_bytes: 21689509732
      num_examples: 522500
  download_size: 497439410205
  dataset_size: 501806435228.397
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: validation
        path: data/validation-*
size_categories:
  - 10M<n<100M
extra_gated_prompt: >-
  By clicking on “Access repository” below, you also agree to ImageNet Terms of
  Access:

  [RESEARCHER_FULLNAME] (the "Researcher") has requested permission to use the
  ImageNet database (the "Database") at Princeton University and Stanford
  University. In exchange for such permission, Researcher hereby agrees to the
  following terms and conditions:

  1. Researcher shall use the Database only for non-commercial research and
  educational purposes.

  2. Princeton University, Stanford University and Hugging Face make no
  representations or warranties regarding the Database, including but not
  limited to warranties of non-infringement or fitness for a particular purpose.

  3. Researcher accepts full responsibility for his or her use of the Database
  and shall defend and indemnify the ImageNet team, Princeton University,
  Stanford University and Hugging Face, including their employees, Trustees,
  officers and agents, against any and all claims arising from Researcher's use
  of the Database, including but not limited to Researcher's use of any copies
  of copyrighted images that he or she may create from the Database.

  4. Researcher may provide research associates and colleagues with access to
  the Database provided that they first agree to be bound by these terms and
  conditions.

  5. Princeton University, Stanford University and Hugging Face reserve the
  right to terminate Researcher's access to the Database at any time.

  6. If Researcher is employed by a for-profit, commercial entity, Researcher's
  employer shall also be bound by these terms and conditions, and Researcher
  hereby represents that he or she is fully authorized to enter into this
  agreement on behalf of such employer.

  7. The law of the State of New Jersey shall apply to all disputes under this
  agreement.
task_categories:
  - image-classification

Dataset Description

Dataset Summary

This is a subset of the full Winter21, filtered according to https://github.com/Alibaba-MIIL/ImageNet21K. This instance contains 10450 classes with a train and validation split.

Processing

I performed some processing while sharding this dataset:

  • Synsets were filtered according to ImageNet-21-P scripts
  • Images were re-encoded in WEBP

Additional Information

Dataset Curators

Authors of [1] and [2]:

  • Olga Russakovsky
  • Jia Deng
  • Hao Su
  • Jonathan Krause
  • Sanjeev Satheesh
  • Wei Dong
  • Richard Socher
  • Li-Jia Li
  • Kai Li
  • Sean Ma
  • Zhiheng Huang
  • Andrej Karpathy
  • Aditya Khosla
  • Michael Bernstein
  • Alexander C Berg
  • Li Fei-Fei

Licensing Information

In exchange for permission to use the ImageNet database (the "Database") at Princeton University and Stanford University, Researcher hereby agrees to the following terms and conditions:

  1. Researcher shall use the Database only for non-commercial research and educational purposes.
  2. Princeton University and Stanford University make no representations or warranties regarding the Database, including but not limited to warranties of non-infringement or fitness for a particular purpose.
  3. Researcher accepts full responsibility for his or her use of the Database and shall defend and indemnify the ImageNet team, Princeton University, and Stanford University, including their employees, Trustees, officers and agents, against any and all claims arising from Researcher's use of the Database, including but not limited to Researcher's use of any copies of copyrighted images that he or she may create from the Database.
  4. Researcher may provide research associates and colleagues with access to the Database provided that they first agree to be bound by these terms and conditions.
  5. Princeton University and Stanford University reserve the right to terminate Researcher's access to the Database at any time.
  6. If Researcher is employed by a for-profit, commercial entity, Researcher's employer shall also be bound by these terms and conditions, and Researcher hereby represents that he or she is fully authorized to enter into this agreement on behalf of such employer.
  7. The law of the State of New Jersey shall apply to all disputes under this agreement.

Citation Information 

@article{imagenet15russakovsky,
    Author = {Olga Russakovsky and Jia Deng and Hao Su and Jonathan Krause and Sanjeev Satheesh and Sean Ma and Zhiheng Huang and Andrej Karpathy and Aditya Khosla and Michael Bernstein and Alexander C. Berg and Li Fei-Fei},
    Title = { {ImageNet Large Scale Visual Recognition Challenge} },
    Year = {2015},
    journal   = {International Journal of Computer Vision (IJCV)},
    doi = {10.1007/s11263-015-0816-y},
    volume={115},
    number={3},
    pages={211-252}
}