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Page 1: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 2: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D

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Page 4: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 5: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 6: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 7: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 8: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 9: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 10: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
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Page 12: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 13: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 14: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 15: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 16: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 17: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 18: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D

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Page 19: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 20: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 21: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 22: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 23: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 24: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 25: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
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Page 27: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
Page 28: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
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Page 30: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
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Page 32: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
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Page 39: DEEP LEARNING IN GAME DEV - Young Lyoungl.org/.../02/Deep-Learning-in-Game-Dev-by-Dave... · We study the problem of 3D object generation. We propose a novel framework, namely 3D
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Unsupervised Trainer

Input image

The Image Generated By

the Neural Network

Input image (from same set

as before)

Sampled Input Image

Supervised Trainer

Choose: Generated by the network or generated by

the real world?

Error is calculated. Back propagate this error

through the network, make a weight adjustment, and

run again.

Eventually you can generate new images.

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Input

Sampled Input Image

Supervised Trainer

Choose: Generated by the network or generated by

the real world?

NEW IDEAYEAH, A HUMAN COULD COME UP WITH THAT

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