What does CLIP know about a red circle? Visual prompt engineering for VLMs

Aleksandar Shtedritski, Christian Rupprecht 0001, Andrea Vedaldi. What does CLIP know about a red circle? Visual prompt engineering for VLMs. In IEEE/CVF International Conference on Computer Vision, ICCV 2023, Paris, France, October 1-6, 2023. pages 11953-11963, IEEE, 2023. [doi]

@inproceedings{Shtedritski0V23,
  title = {What does CLIP know about a red circle? Visual prompt engineering for VLMs},
  author = {Aleksandar Shtedritski and Christian Rupprecht 0001 and Andrea Vedaldi},
  year = {2023},
  doi = {10.1109/ICCV51070.2023.01101},
  url = {https://doi.org/10.1109/ICCV51070.2023.01101},
  researchr = {https://researchr.org/publication/Shtedritski0V23},
  cites = {0},
  citedby = {0},
  pages = {11953-11963},
  booktitle = {IEEE/CVF International Conference on Computer Vision, ICCV 2023, Paris, France, October 1-6, 2023},
  publisher = {IEEE},
  isbn = {979-8-3503-0718-4},
}