Tag: qwen-vl

• mPLUG-Owl2 Revolutionizing Multi-modal Large Language Model with Modality Collaboration (11 Nov 2023)
  

  This is my reading note for mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration. This paper proposes a method to unify visual and text data for multi modal model. To this end, it uses QFormer to extract visual information and concatenate to text and feed to LLM. However, it separates the projection layer and layer norm for visual and text. This paper is similar to COGVLM.

• CogVLM Visual Expert for Pretrained Language Models (10 Nov 2023)
  

  This is my reading note for CogVLM: Visual Expert for Pretrained Language Models. This paper proposes a vision language model similarly to mPLUG-OWL2. To avoid impacting the performance of LLM, it proposes a visual adapter which adds visual specific projection layer to each attention and feed forward layer.

• DeepSpeed-VisualChat Multi-Round Multi-Image Interleave Chat via Multi-Modal Causal Attention (01 Oct 2023)
  

  This is my reading note for DeepSpeed-VisualChat: Multi-Round Multi-Image Interleave Chat via Multi-Modal Causal Attention. This paper proposes a method for multi round multi-image multi modality model. The paper utilizes a frozen LLM and visual encoder. The contribution of the paper includes: 1. Casual cross attention method to combine image and multiround text; 2. A new dataset.

• Improved Baselines with Visual Instruction Tuning (22 Jul 2023)
  

  This is my reading note for Improved Baselines with Visual Instruction Tuning. This paper shows how to improve the performance of LLAVA with simple methods.