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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation

February 1, 2023

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Authors

Lijie Fan

Massachusetts Institute of Technology


Wenbing Huang

Tencent AI Lab


Chuang Gan

Massachusetts Institute of Technology-Watson AI Lab


Junzhou Huang

University of Texas at Arlington


Boqing Gong

Tencent AI Lab


DOI:

10.1609/aaai.v33i01.33013510


Abstract:

The recent advances in deep learning have made it possible to generate photo-realistic images by using neural networks and even to extrapolate video frames from an input video clip. In this paper, for the sake of both furthering this exploration and our own interest in a realistic application, we study imageto-video translation and particularly focus on the videos of facial expressions. This problem challenges the deep neural networks by another temporal dimension comparing to the image-to-image translation. Moreover, its single input image fails most existing video generation methods that rely on recurrent models. We propose a user-controllable approach so as to generate video clips of various lengths from a single face image. The lengths and types of the expressions are controlled by users. To this end, we design a novel neural network architecture that can incorporate the user input into its skip connections and propose several improvements to the adversarial training method for the neural network. Experiments and user studies verify the effectiveness of our approach. Especially, we would like to highlight that even for the face images in the wild (downloaded from the Web and the authors’ own photos), our model can generate high-quality facial expression videos of which about 50% are labeled as real by Amazon Mechanical Turk workers.

Topics: AAAI

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HOW TO CITE:

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation Proceedings of the AAAI Conference on Artificial Intelligence (2019) 3510-3517.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation AAAI 2019, 3510-3517.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong (2019). Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation. Proceedings of the AAAI Conference on Artificial Intelligence, 3510-3517.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong. Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.3510-3517.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong. 2019. Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation. "Proceedings of the AAAI Conference on Artificial Intelligence". 3510-3517.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong. (2019) "Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation", Proceedings of the AAAI Conference on Artificial Intelligence, p.3510-3517

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong, "Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation", AAAI, p.3510-3517, 2019.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong. "Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.3510-3517.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong. "Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 3510-3517.

Lijie Fan||Wenbing Huang||Chuang Gan||Junzhou Huang||Boqing Gong. Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation. AAAI[Internet]. 2019[cited 2023]; 3510-3517.


ISSN: 2374-3468


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