infoGANを実装ã—ãŸ(ã„) - akmtn記録infoGANã®è«–文をèªã¿ï¼ŒMNIST用ã®å®Ÿè£…ã‚’PyTorchã§è¡Œã£ãŸè¨˜éŒ²ã§ã™ï¼Ž è«–æ–‡ã¯2016å¹´6月ã«å‡ºã¦ã„ã‚‹ã®ã§1å¹´ã»ã©å‰ã®ã‚‚ã®ï¼Ž [1606.03657] InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets タイトルを日本語訳ã™ã‚‹ã¨ï¼Œã€Œæƒ…å ±é‡ã‚’最大化ã™ã‚‹æ•µå¯¾çš„生æˆãƒãƒƒãƒˆãƒ¯ãƒ¼ã‚¯ã«ã‚ˆã‚‹è§£é‡ˆå¯èƒ½ãªè¡¨ç¾ã®å¦ç¿’ã€ã§ã—ょã†ã‹ï¼Ž infoGANã®ç‰¹å¾´ ・GAN ・明快ãªè¡¨ç¾ã‚’ç²å¾—ã™ã‚‹ ・教師ãªã—å¦ç¿’ ãƒ»ç›¸äº’æƒ…å ±é‡ã®æœ€å¤§åŒ–ï¼ˆéš ã‚Œç¬¦å·ã¨ç”Ÿæˆç”»åƒé–“ã®ï¼‰ ・DCGANã®ä¸€éƒ¨ã‚’変ãˆã‚‹ã ã‘ã§ä½œã‚Œï¼Œè¨“ç·´ã‚‚ç°¡å˜ ç›¸äº’æƒ…å ±é‡ã¯ï¼Œï¼’ã¤ã®ç¢ºçŽ‡å¤‰æ•°ã®ã†ã¡ï¼‘ã¤ãŒã‚ã‹ã£ãŸæ™‚ã«ï¼Œã‚‚ã†ï¼‘ã¤ã®ç¢ºçŽ‡å¤‰æ•°ã«é–¢ã—ã¦ã©ã‚Œã»ã©æŽ¨æ¸¬ã§ãã‚‹ã‹ã‚’示ã™ã®ã§ï¼Œï¼’ã¤ãŒç‹¬ç«‹ãªæ™‚ã«ã¯ç›¸äº’æƒ…å ±é‡ã¯ï¼ã«ãªã‚Šã¾ã™ï¼Ž
David MacKay: Information Theory, Inference, and Learning Algorithms: The Book
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