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Neural Network Compresses "Bad Apple!!" Animation into 3MB Model

A Reddit user has developed a compact neural network, approximately 3MB in size, capable of reproducing the "Bad Apple!!" animation. This network, utilizing sine activations and motion-focused sampling techniques, achieves a significantly lower mean squared error compared to previous attempts. The model implicitly stores the video data by taking coordinates and frame indices as input to output grayscale pixel values, with the code and checkpoints made publicly available. AI

IMPACT Demonstrates novel compression techniques for video data using small neural networks, potentially impacting efficient media storage and playback.

RANK_REASON The cluster describes a novel application of neural networks for data compression and animation reproduction, presented as a technical project with code and checkpoints shared. [lever_c_demoted from research: ic=1 ai=1.0]

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AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Neural Network Compresses "Bad Apple!!" Animation into 3MB Model

COVERAGE [1]

  1. r/MachineLearning TIER_1 English(EN) · /u/Which_Lie_8932 ·

    I Compressed Bad Apple into a 3MB Neural Network [P]

    <table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1vfrco1/i_compressed_bad_apple_into_a_3mb_neural_network_p/"> <img alt="I Compressed Bad Apple into a 3MB Neural Network [P]" src="https://preview.redd.it/h5r0ybpz5ghh1.gif?frame=1&amp;width=140&amp;heigh…