Building StyleGAN In PyTorch: From Theory To Code | HackerNoon

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</form> </div> </div> </div> </div> <section class="py-3 px-4 sm:px-0 sm:py-6 "> <h4 class="text-xl xs:text-2xl sm:text-3xl font-bold mb-4 sm:mb-6">TOPICS</h4> <div class="flex flex-wrap gap-2"><i class="hn hn-data-science mr-2"/><span>data-science</span>#stylegan-pytorch-tutorial#style-based-gan-architecture#latent-space-disentanglement#adain-style-modulation#celeba-hq-face-generation#noise-injection-in-gans#implementing-stylegan-i#style-based-generator</div> </section> <section class="w-full"> <div class="py-3 w-full px-4 sm:px-0"> <h4 class="text-sm xs:text-xl sm:text-3xl font-bold mb-4 sm:mb-6 flex justify-bwetween items-center w-full">THIS ARTICLE WAS FEATURED IN</h4> <div class="flex flex-wrap gap-2"> <div class="w-[75px] text-center"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img decoding="async" style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2740%27%20height=%2727%27/%3e"/></span><img src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><img srcset="https://hackernoon.imgix.net/images/sia.svg?auto=format&fit=max&w=48 1x, https://hackernoon.imgix.net/images/sia.svg?auto=format&fit=max&w=96 2x" src="https://hackernoon.imgix.net/images/sia.svg?auto=format&fit=max&w=96" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" loading="lazy"/></span></div> <div class="flex items-center"><i class="hn hn-arweave text-lightText text-2xl"/></p> <p>Arweave</p> </div> <div style="display:flex;align-items:center;justify-self:center"><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img decoding="async" style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2724%27%20height=%2724%27/%3e"/></span><img alt="viewblock" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><img alt="viewblock" srcset="https://hackernoon.imgix.net/images/viewblock.png?auto=format&fit=max&w=32 1x, https://hackernoon.imgix.net/images/viewblock.png?auto=format&fit=max&w=48 2x" src="https://hackernoon.imgix.net/images/viewblock.png?auto=format&fit=max&w=48" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" loading="lazy"/></span></p> <p>ViewBlock</p> </div> <p><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img decoding="async" style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2722%27%20height=%2722%27/%3e"/></span><img alt="Terminal" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><img alt="Terminal" srcset="https://hackernoon.imgix.net/computer.png?auto=format&fit=max&w=32 1x, https://hackernoon.imgix.net/computer.png?auto=format&fit=max&w=48 2x" src="https://hackernoon.imgix.net/computer.png?auto=format&fit=max&w=48" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" loading="lazy"/></span><span class="ml-2">Terminal</span><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:relative;max-width:100%"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;max-width:100%"><img decoding="async" style="display:block;max-width:100%;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0" alt="" aria-hidden="true" src="data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%2722%27%20height=%2722%27/%3e"/></span><img alt="Lite" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="intrinsic" class="mr-2" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%"/><img alt="Lite" srcset="https://hackernoon.imgix.net/images/Lite%20Icon%20%4025px.png?auto=format&fit=max&w=32 1x, https://hackernoon.imgix.net/images/Lite%20Icon%20%4025px.png?auto=format&fit=max&w=48 2x" src="https://hackernoon.imgix.net/images/Lite%20Icon%20%4025px.png?auto=format&fit=max&w=48" decoding="async" data-nimg="intrinsic" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%" class="mr-2" loading="lazy"/></span><span class="ml-2">Lite</span></p> <div class="flex items-center px-4 py-2 rounded font-bold shadow-sm transition-all text-sm hover:bg-lightAlt text-lightText border border-lightBorder "><img decoding="async" 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c0,0.26-0.184,0.54-0.454,0.62l-4.867,1.47c-0.27,0.08-0.563-0.06-0.644-0.33c-0.08-0.26,0.063-0.54,0.333-0.62l4.076-1.26 L6.363,9.24C6.103,9.16,5.961,8.88,6.042,8.62z" style="fill:#212731;"/><circle cx="24" cy="11" r="2" style="fill:#212731;"/></svg></i><span class="reaction-title h6">Wink</span></span><span class="reaction-count">0</span></div></aside> </div> </aside> </div> <div class="entry-pagination e-pagi entry-sec mobile-hide"> <div class="inner"> <div class="nav-el nav-left"> <a href="https://worldofsoftware.org/after-15-years-of-testing-cameras-these-are-the-black-friday-deals-id-buy-myself/"> <span class="nav-label is-meta"> <i class="rbi rbi-angle-left" aria-hidden="true"></i><span>Previous Article</span> </span> <span class="nav-inner"> <img post-id="829427" fifu-featured="1" width="150" height="150" src="https://i.pcmag.com/imagery/articles/01d56zIEBUuZTj557x5eBOK-8.fit_lim.size_1200x630.v1763756332.png" class="attachment-thumbnail size-thumbnail wp-post-image" alt="After 15 Years of Testing Cameras, These Are the Black Friday Deals I’d Buy Myself" title="After 15 Years of Testing Cameras, These Are the Black Friday Deals I’d Buy Myself" title="After 15 Years of Testing Cameras, These Are the Black Friday Deals I’d Buy Myself" decoding="async" loading="lazy" /> <span class="h4"><span class="p-url">After 15 Years of Testing Cameras, These Are the Black Friday Deals I’d Buy Myself</span></span> </span> </a> </div> <div class="nav-el nav-right"> <a href="https://worldofsoftware.org/the-iphone-17-pros-cameras-take-the-fight-to-the-oneplus-15-and-there-are-bruises/"> <span class="nav-label is-meta"> <span>Next Article</span><i class="rbi rbi-angle-right" aria-hidden="true"></i> </span> <span class="nav-inner"> <img post-id="829433" fifu-featured="1" width="150" height="150" src="https://www.cnet.com/a/img/resize/100654d7d32d104d19d25aa4f2bf85fe2d69c957/hub/2025/11/21/80a60ede-2e40-41c0-bb0a-d24d9f2e90a0/iphone-17-pro-vs-oneplus-15.jpg?auto=webp&fit=crop&height=675&width=1200" class="attachment-thumbnail size-thumbnail wp-post-image" alt="The iPhone 17 Pro's Cameras Take the Fight to the OnePlus 15, and There Are Bruises" title="The iPhone 17 Pro's Cameras Take the Fight to the OnePlus 15, and There Are Bruises" title="The iPhone 17 Pro's Cameras Take the Fight to the OnePlus 15, and There Are Bruises" decoding="async" loading="lazy" /> <span class="h4"><span class="p-url">The iPhone 17 Pro's Cameras Take the Fight to the OnePlus 15, and There Are Bruises</span></span> </span> </a> </div> </div> </div> <div class="comment-box-wrap entry-sec"> <div class="comment-box-header"> <span class="h3"><i class="rbi rbi-comment" aria-hidden="true"></i>Leave a comment</span> </div> <div class="comment-holder no-comment"> <div id="comments" class="comments-area"> <div 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