Uploaded March 2022 | Updated September 2026, 1 week ago
Remember to check out Yours App using this link: yoursapp.com/bycloud or use the code: BYCLOUD to save 60% off the yearly plan!
Best anime upscaler, super-resolution, enhancer or 4k, you name it, in 2022.
This video includes reviewing Real-ESRGAN, Real-CUGAN, ESRGAN, Topaz, and Waifu2x.
All-in-one Installation Tutorial (Real-ESRGAN + ESRGAN + Real-CUGAN)
[Tutorial] youtu.be/B134jvhO8yk
[GitHub] github.com/styler00dollar/VSGAN-tensorrt-docker
[Colab] colab.research.google.com/github/styler00dollar/VSGAN-tensorrt-docker/blob/main/Colab-VSGAN.ipynb
Real-CUGAN: Real Cascade U-Nets for Anime Image Super Resolution
[Official GitHub] github.com/nullArrayList/Real-CUGAN/blob/master/README_EN.md
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data
[Official GitHub] github.com/xinntao/Real-ESRGAN
[Official Anime Upscaling GitHub] github.com/xinntao/Real-ESRGAN/blob/master/docs/anime_model.md
[Official Paper] arxiv.org/abs/2107.10833
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
[Official GitHub] github.com/xinntao/ESRGAN
[Official Paper] arxiv.org/abs/1809.00219
[ESRGAN Model Collection] https://upscale.wiki/wiki/Model_Database
[ESRGAN Upscaling Community] discord.gg/cpAUpDK
Waifu2x
[GUI Version] github.com/AaronFeng753/Waifu2x-Extension-GUI
[Original GitHub] github.com/nagadomi/waifu2x
Topaz
[Official Website] topazlabs.com/video-enhance-ai
special thanks to:
Bubblemint
Tsubajashi
styler00dollar
NMKD
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Panther Modern, 正毅 水野, Jake Disco, Demilson Quintao, Tony Jimenez, dicefist, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Deagan, Mose Sakashita, Miguel, Bandera
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[PayPal] paypal.me/cloudweather
[Music 1] Zeeky - Spring Time
[Music 2] Zeeky - Land of Dreams
[Music 3] Zeeky - Summer Visit
[Profile & Banner Art] twitter.com/pygm7
Individual Results (Some has no audio, Cowboy Bebop OP copyright too tight)
Real-CUGAN
[Fate: Stay/Night - UBW] youtu.be/O2dygDw78ys
Real-ESRGAN
[Fate: Stay/Night - UBW] youtu.be/igQg7ASF7Gk
ESRGAN
[Fate: Stay/Night - UBW] youtu.be/dXz8Hl5vxKU
Waifu2x
[Fate: Stay/Night - UBW] youtu.be/0-g_CkasWFo
Topaz
[Fate: Stay/Night - UBW] youtu.be/OtyCRGlAlUk
Original
[Fate: Stay/Night - UBW] youtu.be/DG3YhlPsrq8
0:00 Intro
1:32 Criteria 1
2:53 Criteria 2
4:32 Criteria 3
6:14 Discussion
8:36 Sponsor
9:48 Outro
Remember to check out Yours App using this link: yoursapp.com/bycloud or use the code: BYCLOUD to save 60% off the yearly plan!
Best anime upscaler, super-resolution, enhancer or 4k, you name it, in 2022.
This video includes reviewing Real-ESRGAN, Real-CUGAN, ESRGAN, Topaz, and Waifu2x.
All-in-one Installation Tutorial (Real-ESRGAN + ESRGAN + Real-CUGAN)
[Tutorial] youtu.be/B134jvhO8yk
[GitHub] github.com/styler00dollar/VSGAN-tensorrt-docker
[Colab] colab.research.google.com/github/styler00dollar/VSGAN-tensorrt-docker/blob/main/Colab-VSGAN.ipynb
Real-CUGAN: Real Cascade U-Nets for Anime Image Super Resolution
[Official GitHub] github.com/nullArrayList/Real-CUGAN/blob/master/README_EN.md
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data
[Official GitHub] github.com/xinntao/Real-ESRGAN
[Official Anime Upscaling GitHub] github.com/xinntao/Real-ESRGAN/blob/master/docs/anime_model.md
[Official Paper] arxiv.org/abs/2107.10833
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
[Official GitHub] github.com/xinntao/ESRGAN
[Official Paper] arxiv.org/abs/1809.00219
[ESRGAN Model Collection] https://upscale.wiki/wiki/Model_Database
[ESRGAN Upscaling Community] discord.gg/cpAUpDK
Waifu2x
[GUI Version] github.com/AaronFeng753/Waifu2x-Extension-GUI
[Original GitHub] github.com/nagadomi/waifu2x
Topaz
[Official Website] topazlabs.com/video-enhance-ai
special thanks to:
Bubblemint
Tsubajashi
styler00dollar
NMKD
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Panther Modern, 正毅 水野, Jake Disco, Demilson Quintao, Tony Jimenez, dicefist, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Deagan, Mose Sakashita, Miguel, Bandera
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[PayPal] paypal.me/cloudweather
[Music 1] Zeeky - Spring Time
[Music 2] Zeeky - Land of Dreams
[Music 3] Zeeky - Summer Visit
[Profile & Banner Art] twitter.com/pygm7
Individual Results (Some has no audio, Cowboy Bebop OP copyright too tight)
Real-CUGAN
[Fate: Stay/Night - UBW] youtu.be/O2dygDw78ys
Real-ESRGAN
[Fate: Stay/Night - UBW] youtu.be/igQg7ASF7Gk
ESRGAN
[Fate: Stay/Night - UBW] youtu.be/dXz8Hl5vxKU
Waifu2x
[Fate: Stay/Night - UBW] youtu.be/0-g_CkasWFo
Topaz
[Fate: Stay/Night - UBW] youtu.be/OtyCRGlAlUk
Original
[Fate: Stay/Night - UBW] youtu.be/DG3YhlPsrq8
0:00 Intro
1:32 Criteria 1
2:53 Criteria 2
4:32 Criteria 3
6:14 Discussion
8:36 Sponsor
9:48 Outro

![Cheating LLM Benchmarks Is Easier Than You Think…
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In this video, you will learn about the fascinating ways of how AI companies can rig LLM benchmarks, for educational purposes of course... Plus the reason why people don’t trust “chatbot arena” as much as more.
My Newletter
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My Patreon
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I was really vague about the sources in this video to fit it in the narrative, but most facts presented are backed by the following papers
Changing Answer Order Can Decrease MMLU Accuracy
[Paper] arxiv.org/abs/2406.19470
Catch me if you can! How to beat GPT-4 with a 13B model
[Blog] https://lmsys.org/blog/2023-11-14-llm-decontaminator/
Idiosyncrasies in Large Language Models
[Paper] https://arxiv.org/abs/2502.12150
Improving Your Model Ranking on Chatbot Arena by Vote Rigging
[Paper] https://arxiv.org/abs/2501.17858
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Chris LeDoux, Miguilim, Deagan, FiFaŁ, Robert Zawiasa, Marcelo Ferreira, Owen Ingraham, Daddy Wen, Tony Jimenez, Panther Modern, Jake Disco, Demilson Quintao, Penumbraa, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Mose Sakashita, Miguel, Bandera, Gennaro Schiano, gunwoo, Ravid Freedman, Mert Seftali, Mrityunjay, Richárd Nagyfi, Timo Steiner, Henrik G Sundt, projectAnthony, Brigham Hall, Kyle Hudson, Kalila, Jef Come, Jvari Williams, Tien Tien, BIll Mangrum, owned, Janne Kytölä, SO, Richárd Nagyfi, Hector, Drexon, Claxvii 177th, Inferencer, Michael Brenner, Akkusativ, Oleg Wock, FantomBloth, Thipok Tham, Clayton Ford, Theo, Handenon, Diego Silva, mayssam, Kadhai Pesalam, Tim Schulz, jiye, Anushka, Henrik Sundt, Julian Aßmann, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi
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[Ko-fi] https://ko-fi.com/bycloudai Cheating LLM Benchmarks Is Easier Than You Think…](https://i.ytimg.com/vi/IbBEbjeVWgI/mqdefault.jpg)
![The RL Irony in LLMs (and its insane new meta)
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This video breaks down whats wrong with scaling RL for LLMs, especially in the direction of reaching AGI, but why RL still matters. As RL is noisy and can hurt generalization, yet it enables exploration and self-correction that pretraining can’t, we are stuck between a rock and a hard place with this direction. We’ll also look at why LoRA is becoming the practical way to do RL cheaply, swappable adapters that can match full fine-tuning on reasoning and make personalized agents easier to deploy, which might look like a promising future direction to apply RL on a massive scale.
my latest project: Intuitive AI Academy
https://intuitiveai.academy/
code NYNM for 50% off forever (limited to 50)
Dwarkesh Podcast w/ AK
[YouTube] https://youtu.be/lXUZvyajciY
Dwarkesh Podcast w/ Ilya
[YouTube] https://youtu.be/aR20FWCCjAs
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
[Paper] https://arxiv.org/abs/2506.01939
The Path Not Taken: RLVR Provably Learns Off the Principals
[Paper] https://arxiv.org/abs/2511.08567
LoRA Without Regret
[Blog] https://thinkingmachines.ai/blog/lora/
Tina: Tiny Reasoning Models via LoRA
[Paper] https://arxiv.org/abs/2504.15777
Tinker
[Website] https://thinkingmachines.ai/tinker/
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My Patreon
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This video is supported by the kind Patrons & YouTube Members:
🙏Spam Maj, Alex, Chris LeDoux, DX Research Group, Poof N Inu, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa, Toru Mon, Lame Plane, Matej Macak
[Discord] https://discord.gg/NhJZGtH
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![First Look At Metas Emu Edit & Emu Video
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As Gen-2 is releasing new functions or new models left and right, I might need to revisit AI video generation very soon...
Emu text-to-image
[Paper] https://ai.meta.com/research/publications/emu-enhancing-image-generation-models-using-photogenic-needles-in-a-haystack/
Emu Edit
[Paper] https://emu-edit.metademolab.com/assets/emu_edit.pdf
[Project Page] https://emu-edit.metademolab.com/
Emu video
[Project Page] https://emu-video.metademolab.com/
[Demo] https://emu-video.metademolab.com/#/demo
[Paper] https://emu-video.metademolab.com/assets/emu_video.pdf
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, alex j, Chris LeDoux, Alex Maurice, Miguilim, Deagan, FiFaŁ, Daddy Wen, Tony Jimenez, Panther Modern, Jake Disco, Demilson Quintao, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Mose Sakashita, Miguel, Bandera, Gennaro Schiano, gunwoo, Ravid Freedman, Mert Seftali, Mrityunjay, Richárd Nagyfi, Timo Steiner, Henrik G Sundt, projectAnthony, Brigham Hall, Kyle Hudson, Kalila, Jef Come, Jvari Williams, Tien Tien, BIll Mangrum, owned, Janne Kytölä, SO, Richárd Nagyfi
[Discord] https://discord.gg/NhJZGtH
[Twitter] https://twitter.com/bycloudai
[Patreon] https://www.patreon.com/bycloud
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[Profile & Banner Art] https://twitter.com/pygm7
[Video Editor] @askejm First Look At Metas Emu Edit & Emu Video](https://i.ytimg.com/vi/K4CrP8aZk_0/mqdefault.jpg)
![AI Generated Videos Are Getting Out of Hand
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This video is a mega-compilation of all the current best AI tech related to video generation and manipulation. From Deepfake to Stable Diffusion, its a pretty wild ride displaying how far AI tech has become.
All Research/Apps Sources
[CogVideo] https://github.com/THUDM/CogVideo
[Zeroscope V2] https://huggingface.co/spaces/hysts/zeroscope-v2
[Modelscope] https://modelscope.cn/models/damo/text-to-video-synthesis/summary
[Runway Gen-1 & Gen-2] https://app.runwayml.com/
[Pika Labs] https://www.pika.art/
[AnimateDiff] https://animatediff.github.io/
[DeepFaceLab] https://www.deepfakevfx.com/downloads/deepfacelab/
[DeepFaceLive] https://github.com/iperov/DeepFaceLive
[SimSwap] https://github.com/neuralchen/SimSwap
[Roop] https://github.com/s0md3v/roop
[Face Fusion] https://github.com/facefusion/facefusion
[FOM Model] https://aliaksandrsiarohin.github.io/first-order-model-website/
[DaGAN] https://harlanhong.github.io/publications/dagan.html
[Wav2Lip] https://github.com/Rudrabha/Wav2Lip
[SadTalker] https://github.com/OpenTalker/SadTalker#generating-3d-face-from-audio
[HeyGen] https://www.heygen.com/
[Ebsynth] https://ebsynth.com/
[TemporalNet] https://huggingface.co/CiaraRowles/TemporalNet2
[Tokyo Jab Method] https://www.reddit.com/r/StableDiffusion/comments/11zeb17/tips_for_temporal_stability_while_changing_the/
[CoDeF] https://qiuyu96.github.io/CoDeF/
[TokenFlow] https://diffusion-tokenflow.github.io/
[Warp Diffusion] https://www.patreon.com/sxela
[DeForum] https://deforum.github.io/
All Result Related Sources (in order of appearance)
[Google Doc] https://docs.google.com/document/d/1e3gR7oZety1xe-CFNZrgyjhyUWSs8NKYOvzhUj_s9Is/edit?usp=sharing
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, alex j, Chris LeDoux, Alex Maurice, Miguilim, Deagan, FiFaŁ, Daddy Wen, Tony Jimenez, Panther Modern, Jake Disco, Demilson Quintao, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Mose Sakashita, Miguel, Bandera, Gennaro Schiano, gunwoo, Ravid Freedman, Mert Seftali, Mrityunjay, Richárd Nagyfi, Timo Steiner, Henrik G Sundt, projectAnthony, Brigham Hall, Kyle Hudson, Kalila, Jef Come, Jvari Williams, Tien Tien, BIll Mangrum, owned, Janne Kytölä
[Discord] https://discord.gg/NhJZGtH
[Twitter] https://twitter.com/bycloudai
[Patreon] https://www.patreon.com/bycloud
[Music 1] How Convenient on SlipStream
[Music 2] massobeats - breeze
[Music 3] massobeats - bloom
[Music 4] massobeats - lotus
[Profile & Banner Art] https://twitter.com/pygm7
[Video Editor] @askejm
0:00 Intro
0:35 Sponsor
2:13 Category 1: text-to-video
8:44 Category 2: Media Manipulation
12:27 Category 3: Img2Img Videos
20:01 Outro AI Generated Videos Are Getting Out of Hand](https://i.ytimg.com/vi/KTGIab4mBZA/mqdefault.jpg)
![OpenAIs Deep Research Is Mid
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My newsletter
https://mail.bycloud.ai/
My Patreon
https://www.patreon.com/c/bycloud
Deep Research
[Blog] https://openai.com/index/introducing-deep-research/
[DeepSeek Report by Deep Research] https://chatgpt.com/share/67a0d59b-d020-8001-bb88-dc9869d52b2e
[Price Comparison Report by Deep Research] https://chatgpt.com/share/67a27d1c-b184-8001-842e-d489e4ab031c
Other sources
[DeepSeek-v3] https://arxiv.org/abs/2412.19437
[DeepSeek-R1] https://arxiv.org/abs/2501.12948
[Adi] https://x.com/adonis_singh
[Gemini Deep Research] https://gemini.google.com/
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Chris LeDoux, Miguilim, Deagan, FiFaŁ, Robert Zawiasa, Marcelo Ferreira, Owen Ingraham, Daddy Wen, Tony Jimenez, Panther Modern, Jake Disco, Demilson Quintao, Penumbraa, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Mose Sakashita, Miguel, Bandera, Gennaro Schiano, gunwoo, Ravid Freedman, Mert Seftali, Mrityunjay, Richárd Nagyfi, Timo Steiner, Henrik G Sundt, projectAnthony, Brigham Hall, Kyle Hudson, Kalila, Jef Come, Jvari Williams, Tien Tien, BIll Mangrum, owned, Janne Kytölä, SO, Richárd Nagyfi, Hector, Drexon, Claxvii 177th, Inferencer, Michael Brenner, Akkusativ, Oleg Wock, FantomBloth, Thipok Tham, Clayton Ford, Theo, Handenon, Diego Silva, mayssam, Kadhai Pesalam, Tim Schulz, jiye, Anushka, Henrik Sundt, Julian Aßmann, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo
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![Gemini 2.5 Pro is just the best choice for AI right now
Try out Scrimbas revolutionized learning IDE now: https://scrimba.com/?via=bycloudAI
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Gemini 2.5 series is probably the best AI LLM API you could use right now. Its cheap, its good at coding, good at conversations, has 1 million context window with pretty insane retrieval accuracies, and the cost efficiency is just through the roof. Gemini 2.5 Flash and Gemini 2.5 Pro is my top pick right now.
My new project
https://findmypapers.ai/
Try my Beta for free or use YTBETA50 for 2 months 50% off! (limited to 50 redeems)
Patreons have access too!
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Gemini
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[Gemini App] https://gemini.google.com/
This video is supported by the kind Patrons & YouTube Members:
🙏Nous Research, Chris LeDoux, Ben Shaener, DX Research Group, Poof N Inu, Andrew Lescelius, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa
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![New AI Paradigm?! Energy-Based Transformers Explained
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Energy-Based Models (EBMs) aren’t new—they score how “good” a (context, answer) pair is with an energy (lower = better). Energy-Based Transformers (EBT) simply apply that classic EBM idea as the transformer’s objective: for each guess, take a few “downhill” steps to lower the energy. This turns inference into quick search + self-checking: try a few candidates, keep the lowest-energy one, and spend extra steps only on hard cases. So it’s not a new architecture, its just a new objective!
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my project: find, discover & explain AI research semantically
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My Patreon
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Energy-Based Transformers are Scalable Learners and Thinkers
[Paper] https://arxiv.org/abs/2507.02092
Try out my new fav place to learn how to code https://scrimba.com/?via=bycloudAI
This video is supported by the kind Patrons & YouTube Members:
🙏Nous Research, Chris LeDoux, Ben Shaener, DX Research Group, Poof N Inu, Andrew Lescelius, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa,
Toru Mon
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![These TikTokers Are AI Generated [SD Multi-Frame Rendering]
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When AI Influencers & Img2Img Video Generation meets each other... Literally everyone can run an model influencer account or even business in the near future.
National Geographic: How can you tell if a photo is AI generated?
[Article] https://www.nationalgeographic.com/science/article/how-can-you-tell-if-a-photo-is-ai-generated-here-are-some-tips
TemporalKit
[GitHub] https://github.com/CiaraStrawberry/TemporalKit
Hatsune Miku Workflow
[Reddit] https://www.reddit.com/r/StableDiffusion/comments/12xhd2t/experimental_ai_anime_w_cnet_11_groundingdino_sam/?utm_source=share&utm_medium=web2x&context=3
Multi-frame rendering
[GitHub] https://github.com/OedoSoldier/sd-webui-image-sequence-toolkit
[A random tutorial] https://youtu.be/kmT-z2lqEPQ
Mov2mov
[GitHub] https://github.com/Scholar01/sd-webui-mov2mov
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