[{"data":1,"prerenderedAt":366},["ShallowReactive",2],{"$fgukOamtKU1RtUiMFsqdObttmqPPQz0uc7bl_gj_LyX0":3,"$f4ZX_3VF2kU04w9X_9RbvDyJ1_BqmV5RyKGXHM16tKIs":245,"article-85":365},{"code":4,"msg":5,"data":6},0,"",{"category":7,"tag":11,"popular":19,"latest":86,"banner":126,"list":151,"cache":244},[8,9,10],"Agent","OpenAI","LLM",[8,12,13,14,9,10,15,16,17,18],"Google","Nvidia","Claude","DeepSeek","OCR","Chat","Generator",[20,29,37,45,54,62,70,79],{"id":21,"publish_date":22,"is_original":23,"collection":5,"cover_url":24,"cover_url_1_1":25,"title":26,"summary":27,"author":28},411,"2023-09-10",1,"article_res/cover/451ef50c225a8dc61c4336506794d13b.jpeg","article_res/cover/3ba9dc7a72f87d40b20fc2d225289ee3.jpeg","Idealism","Reality is created by the mind, we can change our reality by changing our mind. - Plato","Renee's Entrepreneurial Journey",{"id":30,"publish_date":31,"is_original":23,"collection":32,"cover_url":33,"cover_url_1_1":34,"title":35,"summary":36,"author":28},108,"2024-12-07","#LLM #AGI #AI Agent","article_res/cover/0039044422e4ec9f61c18e8ee1693bb0.jpeg","article_res/cover/4220971b108a91d21407d87bb02fbaa6.jpeg","Freysa.ai: The World's First Adversarial AI Agent Game","说服 Freysa 把钱包里的钱都拿出来",{"id":38,"publish_date":39,"is_original":23,"collection":40,"cover_url":41,"cover_url_1_1":42,"title":43,"summary":44,"author":28},12,"2025-03-09","#Oxford #Reasoning #LLM #Tool Use","article_res/cover/d448e9b3617a0b5302e1bd10c438bca9.jpeg","article_res/cover/864a468f9cc4c9317efadb3811909888.jpeg","Agentic Reasoning Framework - Significantly enhance the reasoning ability of LLMs through the integration of external tools using agents","Agentic Reasoning: Reasoning LLMs with Tools for Deep Research",{"id":46,"publish_date":47,"is_original":4,"collection":48,"cover_url":49,"cover_url_1_1":50,"title":51,"summary":52,"author":53},480,"2023-04-14","#Stable Diffusion","article_res/cover/0bdbe7cb1de4a78e54536e5d9afa7ec9.jpeg","article_res/cover/b3d6ffec0608dcfaf18c5a69906d1490.jpeg","【AIGC Learning】Generate Prompts Using Word Graphs - Stable Diffusion Web UI Series 13","AI will become a powerful tool in education, transforming the way we learn and deliver instruction.  \n- Reid Hoffman","--",{"id":55,"publish_date":56,"is_original":4,"collection":57,"cover_url":58,"cover_url_1_1":59,"title":60,"summary":61,"author":28},413,"2023-09-08","#Neuroscience","article_res/cover/74f8302d78a23d9430f22171eae136b6.jpeg","article_res/cover/87ca08af81bb304746be5261160964c0.jpeg","Can machines be conscious?","Do we have an ethical obligation to not turn off conscious machines? Would turning them off be murder? No. I don't lose any sleep over unplugging a conscious machine.\n- Jeff Hawkins, \"A Thousand Brains\"",{"id":63,"publish_date":64,"is_original":23,"collection":65,"cover_url":66,"cover_url_1_1":67,"title":68,"summary":69,"author":28},178,"2024-09-09","#Entrepreneurship","article_res/cover/a7224f025b55d1820408085faef63079.jpeg","article_res/cover/11a9995b096cbf64465ef01b8673b154.jpeg","37signals company","This damn sense of relaxation",{"id":71,"publish_date":72,"is_original":4,"collection":73,"cover_url":74,"cover_url_1_1":75,"title":76,"summary":77,"author":78},460,"2023-05-12","#Google","article_res/cover/b970687b12faa52da976f91248c2aa7b.jpeg","article_res/cover/d1e71b52cfd2c63bc6e71f3e85ff135c.jpeg","Learn what BRC-20 and Ordinals are using Google Bard","Ordinals - a new protocol that allows users to store arbitrary data on the Bitcoin blockchain","Google Bard mainly writes",{"id":80,"publish_date":81,"is_original":23,"collection":5,"cover_url":82,"cover_url_1_1":83,"title":84,"summary":85,"author":28},309,"2024-03-26","article_res/cover/9877f95894ee88532d0e6012c23a2df3.jpeg","article_res/cover/20092164ddc109ce6ae56b1984246751.jpeg","Learning the Cancun Upgrade with lepton and perplexity","Building a quick conversation-based search demo with Lepton AI.",[87,95,103,111,119],{"id":88,"publish_date":89,"is_original":23,"collection":90,"cover_url":91,"cover_url_1_1":92,"title":93,"summary":94,"author":28},627,"2025-03-20","#AI Avatar #AI Video Generation","article_res/cover/d95481358f73924989f8c4ee9c75d1c8.jpeg","article_res/cover/b74bc0fab01f8b6a6aa87696c0c3ed8b.jpeg","DisPose: Generating Animated Videos by Driving Video with Reference Images","DisPose is a controllable human image animation method that enhances video generation.",{"id":96,"publish_date":97,"is_original":23,"collection":98,"cover_url":99,"cover_url_1_1":100,"title":101,"summary":102,"author":28},626,"2025-03-21","#Deep Dive into LLMs #LLM #RL #Andrej Karpathy #AlphaGo","article_res/cover/446553a5c8f8f2f07d97b20eaee84e56.jpeg","article_res/cover/e6c2823409c9b34624064b9acbaca6f1.jpeg","AlphaGo and the Power of Reinforcement Learning - Andrej Karpathy's Deep Dive on LLMs (Part 9)","Simply learning from humans will never surpass human capabilities.",{"id":104,"publish_date":105,"is_original":23,"collection":106,"cover_url":107,"cover_url_1_1":108,"title":109,"summary":110,"author":28},625,"2025-03-22","#Deep Dive into LLMs #LLM #RL #RLHF #Andrej Karpathy","article_res/cover/8da81d38b1e5cf558a164710fd8a5389.jpeg","article_res/cover/96f028d76c362a99a0dd56389e8f7a9b.jpeg","Reinforcement Learning from Human Feedback (RLHF) - Andrej Karpathy's Deep Dive on LLMs (Part 10)","Fine-Tuning Language Models from Human Preferences",{"id":112,"publish_date":113,"is_original":23,"collection":114,"cover_url":115,"cover_url_1_1":116,"title":117,"summary":118,"author":28},624,"2025-03-23","#Deep Dive into LLMs #LLM #Andrej Karpathy #AI Agent #MMM","article_res/cover/a5e7c3d48bb09109684d6513287c661d.jpeg","article_res/cover/d3f22b7c0ab8d82fd2da457a299e0773.jpeg","The Future of Large Language Models - Andrej Karpathy's In-Depth Explanation of LLM (Part 11)","preview of things to come",{"id":120,"publish_date":113,"is_original":23,"collection":121,"cover_url":122,"cover_url_1_1":123,"title":124,"summary":125,"author":28},623,"#Google #Voe #AI Video Generation","article_res/cover/c44062fea0f336c2b96b3928292392c2.jpeg","article_res/cover/a041041c69092ad3db191c5bf3ff981b.jpeg","Trial of Google's video generation model VOE2","Our state-of-the-art video generation model",[127,135,143],{"id":128,"publish_date":129,"is_original":23,"collection":130,"cover_url":131,"cover_url_1_1":132,"title":133,"summary":134,"author":28},300,"2024-04-16","#AI in Science #AGI","article_res/cover/6bf01e793e0f33e848572412eebdf9b0.jpeg","article_res/cover/91a5ee21dafecb914fabeb9430d46ec1.jpeg","Would Einstein lose his job - AI and Quantum Computing: A Glimpse into the Near Future","So Einstein's job is still safe.",{"id":136,"publish_date":137,"is_original":23,"collection":138,"cover_url":139,"cover_url_1_1":140,"title":141,"summary":142,"author":28},101,"2024-12-14","#Nvidia #AI 3D Generator","article_res/cover/693e07c85980c5c0c8fde3f037733f23.jpeg","article_res/cover/9ea8edff2d5d303ff3fffff3f6f9c3d9.jpeg","NVIDIA's open-source 3D project LLaMA-Mesh","LLaMA-Mesh: Unifying 3D Mesh Generation with Language Models",{"id":144,"publish_date":145,"is_original":23,"collection":146,"cover_url":147,"cover_url_1_1":148,"title":149,"summary":150,"author":28},131,"2024-11-10","#OpenAI","article_res/cover/87f8ed353ce39f31960e7cdfaf075a35.jpeg","article_res/cover/f597a63935f5cd32e484b4aadd6019e8.jpeg","ChatGPT has launched the Search function","Get fast, timely answers with links to relevant web sources.",{"big":152,"small":214},[153,181],{"title":154,"list":155},"AGENT",[156,157,165,173],{"id":112,"publish_date":113,"is_original":23,"collection":114,"cover_url":115,"cover_url_1_1":116,"title":117,"summary":118,"author":28},{"id":158,"publish_date":159,"is_original":23,"collection":160,"cover_url":161,"cover_url_1_1":162,"title":163,"summary":164,"author":28},622,"2025-03-24","#OWL #AI Agent #MAS #MCP #CUA","article_res/cover/cb50ca7f2bf4d1ed50202d7406e1c19a.jpeg","article_res/cover/4aa7aa3badfacf3cc84121334f1050dd.jpeg","OWL: Multi-agent collaboration","OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation",{"id":166,"publish_date":167,"is_original":23,"collection":168,"cover_url":169,"cover_url_1_1":170,"title":171,"summary":172,"author":28},620,"2025-03-26","#LLM #Google #Gemini #AI Agent","article_res/cover/53751a6dbbe990b1eb0b63f3b062aed4.jpeg","article_res/cover/031344981f0a212ff82d1f3a64aa5756.jpeg","Gemini 2.5 Pro, claimed to be far ahead of the competition, has been released with great fanfare: comprehensively surpassing other LLMs and topping the global rankings","Gemini 2.5: Our most intelligent AI model",{"id":174,"publish_date":175,"is_original":23,"collection":176,"cover_url":177,"cover_url_1_1":178,"title":179,"summary":180,"author":28},616,"2025-03-29","#MAS #AI Agent #AI Coder #MetaGPT #MGX","article_res/cover/9dcd702ad2035902e5e77967c34a1f1e.jpeg","article_res/cover/0a97fc4a922753c8f46ff38792020df8.jpeg","MGX - An automated website-building platform composed of multiple AI Agents","Your 24/7 AI Team | Dream, Chat, Create.",{"title":182,"list":183},"OPENAI",[184,191,199,206],{"id":185,"publish_date":167,"is_original":23,"collection":186,"cover_url":187,"cover_url_1_1":188,"title":189,"summary":190,"author":28},619,"#OpenAI #AI Image Generator #4o #MMM #AR Transformer","article_res/cover/2faffc97fcecf3151552cb0fd3206d89.jpeg","article_res/cover/1133cb4948af44cee2e7fbe79efb69e5.jpeg","The native image function of GPT-4o is officially launched","Introducing 4o Image Generation",{"id":192,"publish_date":193,"is_original":4,"collection":194,"cover_url":195,"cover_url_1_1":196,"title":197,"summary":198,"author":28},434,"2023-07-15","#Anthropic #OpenAI #Google #AI Code Generator #Claude","article_res/cover/e1b6f600a2b9f262a4392684e5f2ce25.jpeg","article_res/cover/6e1772e83f78f9a351ab23d3e414adee.jpeg","Latest Updates on Google Bard /Anthropic Claude2 / ChatGPT Code Interpreter","We want our models to use their programming skills to provide more natural interfaces to the basic functions of our computers.  \n - OpenAI",{"id":200,"publish_date":201,"is_original":4,"collection":146,"cover_url":202,"cover_url_1_1":203,"title":204,"summary":205,"author":28},417,"2023-08-24","article_res/cover/bccf897d50a88b18364e35f7466387e0.jpeg","article_res/cover/2f871085c1073717c1703ae86e18056f.jpeg","The GPT-3.5 Turbo fine-tuning (fine-tuning function) has been released～","Developers can now bring their own data to customize GPT-3.5 Turbo for their use cases.",{"id":207,"publish_date":208,"is_original":4,"collection":209,"cover_url":210,"cover_url_1_1":211,"title":212,"summary":213,"author":28},407,"2023-09-22","#OpenAI #AI Image Generator","article_res/cover/c59005e903d35cfc32346e2756e2728a.jpeg","article_res/cover/ba011d265e6d84b5c8cb6fd6b757b6cc.jpeg","Dall-E 3","DALL·E 3 understands significantly more nuance and detail, allowing you to easily translate your ideas into images.",[215,221,241],{"title":10,"list":216},[217,218,219,220],{"id":96,"publish_date":97,"is_original":23,"collection":98,"cover_url":99,"cover_url_1_1":100,"title":101,"summary":102,"author":28},{"id":104,"publish_date":105,"is_original":23,"collection":106,"cover_url":107,"cover_url_1_1":108,"title":109,"summary":110,"author":28},{"id":112,"publish_date":113,"is_original":23,"collection":114,"cover_url":115,"cover_url_1_1":116,"title":117,"summary":118,"author":28},{"id":166,"publish_date":167,"is_original":23,"collection":168,"cover_url":169,"cover_url_1_1":170,"title":171,"summary":172,"author":28},{"title":222,"list":223},"GOOGLE",[224,225,226,234],{"id":120,"publish_date":113,"is_original":23,"collection":121,"cover_url":122,"cover_url_1_1":123,"title":124,"summary":125,"author":28},{"id":166,"publish_date":167,"is_original":23,"collection":168,"cover_url":169,"cover_url_1_1":170,"title":171,"summary":172,"author":28},{"id":227,"publish_date":228,"is_original":23,"collection":229,"cover_url":230,"cover_url_1_1":231,"title":232,"summary":233,"author":28},615,"2025-03-30","#AI Researcher #AI Science #HKU #Google #AI Agent","article_res/cover/21fadf906067714bb0db31ae13a77c15.jpeg","article_res/cover/2697999a72bd26b22e85f0e92936d3ed.jpeg","AI-Researcher: LLM-driven全自动 scientific research assistant","AI-Researcher: Fully-Automated Scientific Discovery with LLM Agents  \nOpen-Sourced Alternative to Google AI Co-Scientist",{"id":235,"publish_date":236,"is_original":23,"collection":73,"cover_url":237,"cover_url_1_1":238,"title":239,"summary":240,"author":28},463,"2023-05-09","article_res/cover/89800f207723acdb55fc53bf999ebdc9.jpeg","article_res/cover/5764f369b4accd8f83e94aa4c077a175.jpeg","The Smallville sandbox world - A town with 25 virtual residents","Believable proxies of human behavior can empower interactive apps: Immersive environment, Rehearsal space, Prototyping tool",{"title":242,"list":243},"NVIDIA",[],true,{"code":4,"msg":5,"data":246},{"id":247,"publish_date":248,"is_original":23,"collection":249,"articles_id":250,"cover_url":251,"cover_url_1_1":252,"title":253,"summary":254,"author":28,"content":255,"popular":256,"list":314,"category":363,"tag":364},85,"2024-12-30","#ControlNet #Flux #LoRA #AI Image Editor","5e4URAhb2d1UV8y4zYCKJg","article_res/cover/725b7b7b51314c661409905c4835eafc.jpeg","article_res/cover/1d6ea26093a8c277b58d59ab40c90b9a.jpeg","LuminaBrush, the Latest Research from the Author of ControlNet: An AI-Powered Light Source Drawing Tool","Illumination Drawing Tools for Text-to-Image Diffusion Models","\u003Cdiv class=\"rich_media_content js_underline_content\n                       autoTypeSetting24psection\n            \" id=\"js_content\">\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>I watched the commentary version of \"The Crime Sketch\" during the day, and in one episode, the protagonist's master was trapped in a difficult situation due to AI video fraud. The key to solving it lay in the light issue - the unnatural light and shadow in the video became the main basis for identifying AI synthesis.\u003C/p>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008712\" data-ratio=\"0.562962962962963\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772284810.012465876715400892.png\">\u003C/p>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>. It is an interactive light source drawing tool under development, the full name is\u003C/p>\u003Ch2 style='margin-top: 30px;margin-bottom: 15px;color: rgba(0, 0, 0, 0.85);cursor: pointer;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;letter-spacing: normal;text-align: left;background-color: rgb(255, 255, 255);'>\u003Cspan style=\"cursor: pointer;font-size: 22px;color: rgb(0, 0, 0);line-height: 1.5em;letter-spacing: 0em;font-weight: bold;display: block;\">Demo\u003C/span>\u003C/h2>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>Currently, although this tool is still under development, its Demo version has been launched - https://huggingface.co/spaces/lllyasviel/LuminaBrush.\u003C/p>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008717\" data-ratio=\"0.7092592592592593\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772290950.2526659197671881.png\">\u003C/p>\u003Ch2 style='margin-top: 30px;margin-bottom: 15px;color: rgba(0, 0, 0, 0.85);cursor: pointer;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;letter-spacing: normal;text-align: left;background-color: rgb(255, 255, 255);'>\u003C/h2>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008718\" data-ratio=\"0.7092592592592593\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772284800.7406745434273037.png\">\u003C/p>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008719\" data-ratio=\"0.737037037037037\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772285400.7802560625776951.png\">\u003C/p>\u003Cspan style=\"cursor: pointer;font-size: 22px;color: rgb(0, 0, 0);line-height: 1.5em;letter-spacing: 0em;font-weight: bold;display: block;\">\u003Cbr>\u003C/span>\u003Cspan style=\"cursor: pointer;font-size: 22px;color: rgb(0, 0, 0);line-height: 1.5em;letter-spacing: 0em;font-weight: bold;display: block;\">Try it out\u003C/span>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008716\" data-ratio=\"0.6425925925925926\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772287030.8595462891259962.png\">\u003C/p>\u003Ch2 style='margin-top: 30px;margin-bottom: 15px;color: rgba(0, 0, 0, 0.85);cursor: pointer;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;letter-spacing: normal;text-align: left;background-color: rgb(255, 255, 255);'>\u003Cspan style=\"cursor: pointer;font-size: 22px;color: rgb(0, 0, 0);line-height: 1.5em;letter-spacing: 0em;font-weight: bold;display: block;\">Technical framework\u003C/span>\u003C/h2>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008713\" data-ratio=\"0.44722222222222224\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772303820.7908008326704654.png\">\u003C/p>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>This project uses a two-stage method to allow users to directly \"draw\" lighting effects on images:\u003C/p>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>The first step in the framework is to convert the input image into a \"uniform lighting\" effect - similar to a scene illuminated by a white, evenly distributed environmental light source. The core of this step lies in stripping away the complex lighting information in the image, providing a clean base for subsequent reshaping of the lighting.\u003C/p>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008715\" data-ratio=\"0.6324074074074074\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772293990.003068639163487541.png\">\u003C/p>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>After completing the uniform lighting processing, the second step is to generate realistic lighting effects based on user-drawn \"light source lines.\" This step-by-step approach avoids potential complexity constraint issues that may arise from trying to achieve everything in one step (such as consistent light transmission), making the model learning more direct and effective.\u003C/p>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>The LuminaBrush team found during design that using \"uniform lighting\" images as an intermediate representation can avoid problems brought by traditional 3D reflectance maps, such as overly sharp grid boundaries or insufficient surface smoothness. Moreover, it retains details while being suitable for handling complex textures, such as skin texture, hair, and fur.\u003C/p>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>The team first collected a small set of \"uniform lighting\" images as the initial training set and used Flux LoRA (a lightweight fine-tuning method) to generate more similar images. Then, random normal vectors were generated to re-light these \"uniform lighting\" images for training, enabling the model to learn how to extract \"uniform lighting\" effects from any input image. Subsequently, they extracted \"uniform lighting\" features from a large number of high-quality real-world scene images to build paired data, further training the final interactive lighting generation model.\u003C/p>\u003Cp style=\"text-align: center;\">\u003Cimg class=\"rich_pages wxw-img js_insertlocalimg\" data-imgfileid=\"100008714\" data-ratio=\"0.4203703703703704\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"\" src=\"./assets/17423772298930.9776080521460868.png\">\u003C/p>\u003Cp style='margin-bottom: 0px;cursor: pointer;color: rgb(0, 0, 0);font-size: 16px;line-height: 1.8em;letter-spacing: normal;text-align: left;padding-top: 8px;padding-bottom: 8px;font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;background-color: rgb(255, 255, 255);'>It's worth noting that this \"uniform lighting\" processing is not only an intermediate step in generating lighting but can also be independently applied to \"de-lighting\" tasks, helping users optimize the light distribution in images.\u003C/p>\u003Csection mpa-from-tpl=\"t\">\u003Cbr mpa-from-tpl=\"t\">\u003C/section>\u003Csection data-mpa-template=\"t\" mpa-from-tpl=\"t\">\u003Csection data-mpa-template=\"t\" data-mpa-template-id=\"688\" data-mpa-category=\"模板\" mpa-from-tpl=\"t\">\u003Csection data-mpa-category=\"模板\" style=\"display: flex;flex-direction: column;\" data-mid=\"\" mpa-from-tpl=\"t\">\u003Csection style=\"align-self: center;\" data-mid=\"\" mpa-from-tpl=\"t\">\u003Csection style=\"display: flex;\" data-mid=\"\" mpa-from-tpl=\"t\">\u003Csection style=\"width: 53px;height: 1px;align-self: center;background: linear-gradient(270deg, #AC2122 0%, rgba(255, 255, 255, 0.63) 100%);\" data-mid=\"\" mpa-from-tpl=\"t\">\u003Cbr>\u003C/section>\u003Csection style=\"text-align: center;padding: 0 10px;\" data-mid=\"\" mpa-from-tpl=\"t\">\u003Cp style=\"font-size: 16px;font-family: PingFang SC;font-weight: bold;line-height: 22px;color: #AC2122;word-break: break-word;\" data-mid=\"\">THE END\u003C/p>\u003C/section>\u003Csection style=\"width: 53px;height: 1px;align-self: center;background: linear-gradient(160deg, #AC2122 0%, rgba(255, 255, 255, 0.63) 100%);\" data-mid=\"\" mpa-from-tpl=\"t\">\u003Cbr>\u003C/section>\u003C/section>\u003C/section>\u003C/section>\u003C/section>\u003C/section>\u003Cp>\u003Cspan style='color: rgb(0, 0, 0);font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;font-size: 16px;letter-spacing: normal;text-align: left;background-color: rgb(255, 255, 255);'>Finally, here are a few other studies I shared earlier by the author of ControlNet:\u003C/span>\u003C/p>\u003Cul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\">\u003Cli>\u003Cp>\u003Cspan style='color: rgb(0, 0, 0);font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;font-size: 16px;letter-spacing: normal;text-align: left;background-color: rgb(255, 255, 255);'>\u003Ca target=\"_blank\" href=\"https://mp.weixin.qq.com/s?__biz=MzkwOTMzMzk0MQ==&mid=2247489535&idx=1&sn=8ecefa0b265a164fbb1af58c0f6a758e&scene=21#wechat_redirect\" textvalue=\"ControlNet 的作者 新项目 PaintsUndo - 人类绘画行为基础模型\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\">ControlNet Author's New Project PaintsUndo - Fundamental Model for Human Painting Behavior\u003C/a>\u003C/span>\u003C/p>\u003C/li>\u003Cli>\u003Cp>\u003Cspan style='color: rgb(0, 0, 0);font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;font-size: 16px;letter-spacing: normal;text-align: left;background-color: rgb(255, 255, 255);'>\u003Ca target=\"_blank\" href=\"https://mp.weixin.qq.com/s?__biz=MzkwOTMzMzk0MQ==&mid=2247489106&idx=1&sn=fe09e26d424e46c392cbc02e1729d654&scene=21#wechat_redirect\" textvalue=\"controlnet 的作者的最新项目 Omost - 利用 LLM  进行图像合成\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\">Controlnet Author's Latest Project Omost - Image Synthesis Using LLM\u003C/a>\u003C/span>\u003C/p>\u003C/li>\u003Cli>\u003Cp>\u003Cspan style='color: rgb(0, 0, 0);font-family: Optima, \"Microsoft YaHei\", PingFangSC-regular, serif;font-size: 16px;letter-spacing: normal;text-align: left;background-color: rgb(255, 255, 255);'>\u003Ca target=\"_blank\" href=\"https://mp.weixin.qq.com/s?__biz=MzkwOTMzMzk0MQ==&mid=2247485680&idx=1&sn=21dd776e1ad46a6267643da288027cdf&scene=21#wechat_redirect\" textvalue=\"Controlnet 和 T2I-Adapter\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\">Controlnet and T2I-Adapter\u003C/a>\u003Cbr>\u003C/span>\u003C/p>\u003C/li>\u003C/ul>\u003Cp style=\"display: none;\">\u003Cmp-style-type data-value=\"3\">\u003C/mp-style-type>\u003C/p>\u003C/div>",[257,266,274,282,285,293,300,307],{"id":258,"title_md5":259,"publish_date":260,"author_md5":261,"is_original":23,"collection":262,"summary_md5":263,"cover_url":264,"cover_url_1_1":265},30,"09f08af3b7cc2fca302a7f311722781d","2025-02-23","bc27fa490c4d0d525bac812fc0793534","#Adobe #AI Video Generation","eaf31b00bd80ce40bd53d4ebfc2237a8","article_res/cover/9dd4f04dd89a546e531684e7d40bd36d.jpeg","article_res/cover/af5242c4538850399563233330183a91.jpeg",{"id":267,"title_md5":268,"publish_date":269,"author_md5":261,"is_original":23,"collection":270,"summary_md5":271,"cover_url":272,"cover_url_1_1":273},243,"e5ca21c7fa4d1349f626405b201e791a","2024-06-17","#AI Avatar #Tencent","fd100989176d762c4038f957d4bd8730","article_res/cover/18411086f214e950ca1ad80957d15d52.jpeg","article_res/cover/fa639bdf4a5ba7330027539519841b0c.jpeg",{"id":275,"title_md5":276,"publish_date":277,"author_md5":261,"is_original":23,"collection":278,"summary_md5":279,"cover_url":280,"cover_url_1_1":281},172,"3daaea69691e09c5f8af7df545501d11","2024-09-20","#AI 3D Generator","c6eed6b9a6da6ba50ed82f65ac6455da","article_res/cover/bdebefa89e9ad647cade3cefe41d9e43.jpeg","article_res/cover/0525bd5f2d8b4587bbc98fe43e783af3.jpeg",{"id":185,"title_md5":283,"publish_date":167,"author_md5":261,"is_original":23,"collection":186,"summary_md5":284,"cover_url":187,"cover_url_1_1":188},"e73415acabc9bb396be72a35c59fc6de","8886f8e44abb23e325ac5af11848a6f8",{"id":286,"title_md5":287,"publish_date":288,"author_md5":261,"is_original":23,"collection":289,"summary_md5":290,"cover_url":291,"cover_url_1_1":292},42,"0fa71f8ac1bdab4e66c338ee55cec766","2025-02-11","#Deep Dive into LLMs #LLM #ChatGPT #Andrej Karpathy #DeepSeek","bf5514a522b10ccc6d48292e802b2988","article_res/cover/4da9a4f896a13d3c9ea34b747e7d5f92.jpeg","article_res/cover/c59a06717226d3e42ea62c8183c7636d.jpeg",{"id":294,"title_md5":295,"publish_date":296,"author_md5":261,"is_original":4,"collection":5,"summary_md5":297,"cover_url":298,"cover_url_1_1":299},281,"78924dd1c3a61f681af22c31a86f50ba","2024-05-07","d7b3cd27e51b0af7596a1b29d74b1c91","article_res/cover/0f8da868f4e3f79e161015bc1081495a.jpeg","article_res/cover/caf9d41c441808baadef7616cc3816fc.jpeg",{"id":301,"title_md5":302,"publish_date":303,"author_md5":261,"is_original":23,"collection":146,"summary_md5":304,"cover_url":305,"cover_url_1_1":306},383,"fcfec424fbe289f18b4825c8fbd6d7b7","2023-11-07","99b7ba926b043d1d1aaa20f1caae1477","article_res/cover/b980267b1641c318fd033ba204c1ad22.jpeg","article_res/cover/9200a2f7d1cf6eef1e06d0bfcf8f76e4.jpeg",{"id":23,"title_md5":308,"publish_date":309,"author_md5":261,"is_original":23,"collection":310,"summary_md5":311,"cover_url":312,"cover_url_1_1":313},"2f37ba6fed8f66b0572a48249032efb5","2025-03-19","#AI Story","04cf0fbb09a637eca029d7b523bbcbda","article_res/cover/09545320f42b7146e584067f0fd48946.jpeg","article_res/cover/df1a41705d2e7ae5c76705c30b0684af.jpeg",{"related":315,"small":348},[316,324,333,340,341],{"id":317,"publish_date":318,"is_original":23,"collection":319,"cover_url":320,"cover_url_1_1":321,"title":322,"summary":323,"author":28},287,"2024-05-01","#AI Index Report 2024 #Meta #AI Audio Generator","article_res/cover/7c12153a302926874334aee127022eed.jpeg","article_res/cover/5cf1b1af388e543dd0bf21dccfea8c7c.jpeg","\"2024 Artificial Intelligence Index Report\" - 2.7.2 Audio's MusicGen: Meta's Audio generation model","AudioCraft is a single-stop code base for all your generative audio needs: music, sound effects, and compression.",{"id":325,"publish_date":326,"is_original":4,"collection":327,"cover_url":328,"cover_url_1_1":329,"title":330,"summary":331,"author":332},518,"2022-06-09","#History","article_res/cover/8022bf025f4e15762f623ba4857dc97a.jpeg","article_res/cover/933fddd592bac3871c40aea757dba53b.jpeg","How to view the historical issues of one's own country?","\"I turned over the pages of history, only to find that it had no dates. On each crooked page were written the words 'benevolence and righteousness.' I tossed and turned, unable to sleep, examining them closely until midnight, when I finally saw between the lines two words: 'cannibalism'!\" \n\n- Lu Xun, \"The Diary of a Madman\"","Notes",{"id":334,"publish_date":335,"is_original":23,"collection":5,"cover_url":336,"cover_url_1_1":337,"title":338,"summary":339,"author":28},181,"2024-09-05","article_res/cover/b48bae2fa24f2eb5f42509d7b947847b.jpeg","article_res/cover/cb4207311294df2f35de2a5bfed622fa.jpeg","Analyze personality traits and compatibility indices based on Twitter content.","The only programming language you need is plain English.",{"id":104,"publish_date":105,"is_original":23,"collection":106,"cover_url":107,"cover_url_1_1":108,"title":109,"summary":110,"author":28},{"id":342,"publish_date":343,"is_original":23,"collection":5,"cover_url":344,"cover_url_1_1":345,"title":346,"summary":347,"author":28},430,"2023-07-22","article_res/cover/014790300fa3eae2261684ed55bf4c49.jpeg","article_res/cover/ca5250b750dfabe2b55173a5a1c31429.jpeg","The Personal Rational Achievements of the Puritans and the Great Loyalty of Song Dynasty Literati","When Kou Laigong was in power, Emperor Zhenzong had the good fortune of the Chan Yuan alliance. He was able to support the Son of Heaven steadfastly, like a mountain unmoved, repelling the nomadic tribes and safeguarding the ancestral temples. The whole country called him the epitome of loyalty.\n- Fan Zhongyan, \"Praise for Yang Wengong's Portrait\"",[349,355,361],{"title":10,"list":350},[351,352,353,354],{"id":96,"publish_date":97,"is_original":23,"collection":98,"cover_url":99,"cover_url_1_1":100,"title":101,"summary":102,"author":28},{"id":104,"publish_date":105,"is_original":23,"collection":106,"cover_url":107,"cover_url_1_1":108,"title":109,"summary":110,"author":28},{"id":112,"publish_date":113,"is_original":23,"collection":114,"cover_url":115,"cover_url_1_1":116,"title":117,"summary":118,"author":28},{"id":166,"publish_date":167,"is_original":23,"collection":168,"cover_url":169,"cover_url_1_1":170,"title":171,"summary":172,"author":28},{"title":222,"list":356},[357,358,359,360],{"id":120,"publish_date":113,"is_original":23,"collection":121,"cover_url":122,"cover_url_1_1":123,"title":124,"summary":125,"author":28},{"id":166,"publish_date":167,"is_original":23,"collection":168,"cover_url":169,"cover_url_1_1":170,"title":171,"summary":172,"author":28},{"id":227,"publish_date":228,"is_original":23,"collection":229,"cover_url":230,"cover_url_1_1":231,"title":232,"summary":233,"author":28},{"id":235,"publish_date":236,"is_original":23,"collection":73,"cover_url":237,"cover_url_1_1":238,"title":239,"summary":240,"author":28},{"title":242,"list":362},[],[8,9,10],[8,12,13,14,9,10,15,16,17,18],["Reactive",245],1754646417227]