ESC-50 VS datasets

Compare ESC-50 vs datasets and see what are their differences.

ESC-50

ESC-50: Dataset for Environmental Sound Classification (by karolpiczak)
Dataset environmental-sounds Audio
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datasets

TFDS is a collection of datasets ready to use with TensorFlow, Jax, ... (by tensorflow)
Tensorflow Machine Learning Data Datasets Numpy Jax Dataset
Source Code
tensorflow.org
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ESC-50 datasets
2 5
1,261 4,175
- 1.5%
2.9 9.4
about 1 month ago 3 days ago
Python Python
GNU General Public License v3.0 or later Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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ESC-50

Posts with mentions or reviews of ESC-50. We have used some of these posts to build our list of alternatives and similar projects.

datasets

Posts with mentions or reviews of datasets. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-12-21.
  • TensorFlow Datasets (TFDS): a collection of ready-to-use datasets
    1 project | /r/hypeurls | 21 Dec 2022
    3 projects | news.ycombinator.com | 21 Dec 2022
    I tried Librispeech, a very common dataset for speech recognition, in both HF and TFDS.

    TFDS performed extremely bad.

    First it failed because the official hosting server only allows 5 simultaneous connections, and TFDS totally ignored that and makes up to 50 simultaneous downloads and that breaks. I wonder if anyone actually tested this?

    Then you need to have some computer with 30GB to do the preparation, which might fail on your computer. This is where I stopped. https://github.com/tensorflow/datasets/issues/3887. It might be fixed now but it took them 8 months to respond to my issue.

    On HF, it just worked. There was a smaller issue in how the dataset was split up but that is fixed now, and their response was very fast and great.

  • We built a pi controlled hydroponics box that grows your plants 1.5x faster using ML
    1 project | /r/raspberry_pi | 26 Apr 2021
    but it looks like none of your plants are supported by the plantvillage model, or do I understand something wrong? https://github.com/tensorflow/datasets/blob/master/tensorflow_datasets/image_classification/plant_village.py#L57
  • Voice Recognition with Tensorflow
    3 projects | dev.to | 4 Mar 2021
    To do our example, we're going to use some audio files released by Google.

What are some alternatives?

When comparing ESC-50 and datasets you can also consider the following projects:

label-studio - Label Studio is a multi-type data labeling and annotation tool with standardized output format

Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]

ESC-50 vs label-studio datasets vs Activeloop Hub