How can GPT-3 create an avocado armchair? Have a look at DALL·E, OpenAI’s new amazing text-to-image generator. Video with a high-level explanation of how can it be this good and why?
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📄 DALL-E blog, not a paper (yet): https://openai.com/blog/dall-e/ Play around with many input combinations! This is impressive.
📺 Ms. Coffee Bean’s GPT-3 video: https://youtu.be/5fqxPOaaqi0
Outline:
* 00:00 DALL-E is here
* 02:26 How can it work?
* 04:00 Why does it work?
* 05:36 OpenAI is showing off 😉
* 08:25 Multimodality
📄 Image-GPT: Chen, M., Radford, A., Child, R., Wu, J., Jun, H., Luan, D., & Sutskever, I. (2020, November). Generative pretraining from pixels. In International Conference on Machine Learning (pp. 1691-1703). PMLR. http://proceedings.mlr.press/v119/chen20s/chen20s.pdf
📄 StackGAN++: Zhang, H., Xu, T., Li, H., Zhang, S., Wang, X., Huang, X., & Metaxas, D. N. (2018). Stackgan++: Realistic image synthesis with stacked generative adversarial networks. IEEE transactions on pattern analysis and machine intelligence, 41(8), 1947-1962. https://arxiv.org/pdf/1710.10916v3.pdf
📄 StyleGAN2: Karras, T., Laine, S., Aittala, M., Hellsten, J., Lehtinen, J., & Aila, T. (2020). Analyzing and improving the image quality of stylegan. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (pp. 8110-8119). https://arxiv.org/pdf/1912.04958.pdf
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