LongVA and the Influence of Lengthy Context Switch in Visible Processing: Enhancing Giant Multimodal Fashions for Lengthy Video Sequences

LongVA and the Influence of Lengthy Context Switch in Visible Processing: Enhancing Giant Multimodal Fashions for Lengthy Video Sequences

Byflorenc85

The sphere of analysis focuses on enhancing giant multimodal fashions (LMMs) to course of and perceive extraordinarily lengthy video sequences. Video sequences supply beneficial temporal data, however present LMMs need assistance to grasp exceptionally lengthy movies. This difficulty stems from the sheer quantity of visible tokens generated by the imaginative and prescient encoders, making it…

TiTok: An Modern AI Technique for Tokenizing Pictures into 1D Latent Sequences

TiTok: An Modern AI Technique for Tokenizing Pictures into 1D Latent Sequences

Byflorenc85

In recent times, picture technology has made important progress as a result of developments in each transformers and diffusion fashions. Much like tendencies in generative language fashions, many trendy picture technology fashions now use normal picture tokenizers and de-tokenizers. Regardless of exhibiting nice success in picture technology, picture tokenizers encounter basic limitations as a result…