Decord
Visit ToolDecord is an efficient video loader for deep learning that provides convenient video slicing methods. It offers smart shuffling and hardware-accelerated decoding for smooth video processing.
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Decord is an efficient video loader for deep learning that provides convenient video slicing methods. It offers smart shuffling and hardware-accelerated decoding for smooth video processing.
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About
Decord is an efficient video loader designed for deep learning applications, offering convenient video slicing methods. It leverages hardware-accelerated video decoders like FFMPEG/LibAV, Nvidia Codecs, and Intel Codecs to provide smooth and efficient video processing. A key feature is its smart shuffling capability, which optimizes random access patterns common in neural network training, addressing the challenge of slow video seeking. Decord also supports audio decoding from both video and audio files, allowing for synchronized video and audio slicing. It provides various APIs, including VideoReader for direct frame access, VideoLoader for deep learning model training with smart shuffling, AudioReader for audio sample access, and AVReader for simultaneous video and audio slicing. The tool offers bridges to popular deep learning frameworks such as Apache MXNet, PyTorch, and TensorFlow, enabling seamless integration into existing workflows.
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Open Source
Free
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