Note: Video sourced from the Goldfish official website project.
In the field of video understanding, traditional AI models often struggle with videos of longer durations, such as several hours or more. This is primarily due to the challenges these models face with "noise and redundancy" and "memory and computational" constraints when dealing with lengthy videos. Now, a new technology called Goldfish has changed this landscape.
Product Entry: https://top.aibase.com/tool/goldfish
Goldfish is a method specifically designed for processing videos of any length. It employs an efficient retrieval mechanism that first extracts the top K most relevant video segments from a long video based on the instruction, and then generates the final response based on these segments. This allows Goldfish to efficiently handle long video content such as movies or TV series.
To achieve this, the Goldfish team has also developed MiniGPT4-Video, a tool capable of generating detailed descriptions for video segments. By combining video frames and subtitles, MiniGPT4-Video can accurately understand the visual and textual information in the video, thereby enhancing the ability to process long videos.
Additionally, the team has introduced the TVQA-long benchmark test to evaluate the model's ability to understand long videos. Goldfish achieved an accuracy rate of 41.78% in this test, surpassing previous technologies.
Moreover, Goldfish also performs exceptionally well in short video understanding. It has outperformed the current state-of-the-art methods in multiple short video benchmark tests including MSVD, MSRVTT, TGIF, and TVQA, demonstrating its strong capability in short video processing.
Goldfish has successfully overcome the challenges of processing long videos through innovative retrieval mechanisms and efficient description generation methods, while also achieving significant breakthroughs in short video understanding.
**Key Points:**
Goldfish successfully processes videos of any length through its efficient retrieval mechanism and description generation technology with MiniGPT4-Video, addressing the difficulties traditional models face with long videos.
In the TVQA-long benchmark test, Goldfish achieved an accuracy rate of 41.78%, surpassing previous technology levels, showcasing its robust processing capabilities.
Goldfish has performed excellently in multiple short video benchmark tests, outperforming existing state-of-the-art methods, proving its comprehensive capabilities in short video understanding.
