Difference from imagebind about languagebind

[BinZhu-ece]

Thank you for your question and you are referring to one of its highlights. To summarize, firstly, a language-binding approach is more suitable for the majority of language-based downstream tasks because no intermediate modality is required. Secondly, LanguageBind is pre-trained on the VIDAL-10M dataset, where the direct alignment of video, infrared, depth, and language data pairs outperforms the indirect integration of image-based modality data. Additionally, within VIDAL-10M, the language modality is a multi-view textual description enhanced by advanced models like ChatGPT. This ensures that the central modality possesses sufficient semantic information to bind effectively with other modal data.

[lzw-lzw]

Got it, thanks for your patient reply!