$WiMi Hologram Cloud (WIMI.US)$ The swin-transformer and has...

The swin-transformer and hash-based on-chain copyright detection technology, which not only improves the efficiency and accuracy of copyright detection, but also provides a new solution for copyright protection through blockchain technology.

The technological innovation of WiMi's swin-transformer and hash-based on-chain copyright detection technology is reflected in the following aspects including application of deep learning, combination of hashing algorithm, integration of blockchain, automation of smart contracts, and optimization of block comparison.

This technology realizes efficient and accurate analysis of video content by combining the deep learning model swin-transformer, which can capture the details and patterns in the video to extract representative feature vectors. And it uses a deep hashing algorithm to generate unique fingerprints of video content that remain consistent even after the video has been compressed, cropped, or otherwise edited. 

With the advent of the digital era, copyright protection of video content has become particularly important. The promotion and application of this technology signals a more intelligent, efficient and transparent future for copyright protection. With the continuous progress and optimization of the technology, it will facilitate a more just and reasonable digital copyright ecosystem.