on Computer Vision (ICCV), pages 1395–1403, 2015.

[63] P. Zhang, B. Zhang, D. Chen, L. Yuan, and F. Wen. Cross-domain correspondence learning for
exemplar-based image translation. In Proceedings of the IEEE/CVF Conference on Computer
Vision and Pattern Recognition, pages 5143–5153, 2020.

[64] Z. Zhang, J. Ma, C. Zhou, R. Men, Z. Li, M. Ding, J. Tang, J. Zhou, and H. Yang. M6-ufc: Uni-
fying multi-modal controls for conditional image synthesis. arXiv preprint arXiv:2105.14211,
2021.

[65] J. Zhao, F. Schäfer, and A. Anandkumar. Zero initialization: Initializing residual networks with

only zeros and ones. CoRR, abs/2110.12661, 2021.

[66] B. Zhou, A. Lapedriza, A. Khosla, A. Oliva, and A. Torralba. Places: A 10 million image
database for scene recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence,
2017.
Adding Conditional Control to Text-to-Image Diffusion Models