Tag: composition

• CoVLM Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding (07 Nov 2023)
  

  This is my reading note for CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding. This paper proposes a vision language model to improve the capabilities of modeling composition relationship of objects across visual and text. To do that, it interleaves between language model generating special tokens and vision object detector detecting objects from image.

• GIRAFFE Representing Scenes as Compositional Generative Neural Feature Fields (25 Sep 2022)
  

  This is my reading note for GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields. The paper aims to provide more control to 3D object rendering NeRF. For example moving the objects in the 3D scene, adding/deleting objects and so on. To acheive this, GIRAFFE proposed to model the objects and background in the scene separately and then composite together for the rendering. In addition, different from NeRF, GIRAFFE uses a learned discriminator instead of L2 or L1 loss as loss function, thus it is a GAN.