Collov AI

Thrilled to announce our #CollovLabs' paper on spatial aware image editing with specific object has been accepted at #IJCAI2024, a world-leading AI conference! Key highlights of our research: 💫 Seamlessly insert objects in 2D or 3D formats with unmatched #authenticity and spatial coherence. These objects are flawlessly integrated into the scene with #highfidelity, blending naturally into the environment rather than appearing artificially placed. 🔍 Enables spatially reasonable placement of objects into images, ensuring not only high authenticity of the specific object but also perfect harmony with the overall scene. 🎯 Addresses Three Crucial Criteria: Consistency, controllability, and harmony in image synthesis. 🏆 Outperforms Existing State-of-the-Art Methods: Comprehensive experiments show the power of our approach. Imagine the impact:  🏠 Insert a hyper-realistic character, true to the original, seamlessly integrated into the scene 🛒 True-to-life e-commerce product visualization  🏙️ Seamless architectural renderings This breakthrough bridges the gap between real and virtual, opening new frontiers in AI-assisted design and visual arts. 🔬 Check out our full paper for all the technical details and experimental results: https://lnkd.in/gXZ4yzsG . 🙌 Proud of our research team for pushing AI and computer vision boundaries! We're excited to present at #IJCAI2024 and shape the future of visual technology. Jinbin Bai, Zhen Dong, Aosong Feng, Tian Ye, Xiao Zhang, Kaicheng Z. How could this technology transform your work? Share your thoughts! #IJCAI2024 #AIResearch #ComputerVision #Collovlabs #spatialdesign #SpatialIntelligence #3D

Merry Christmas 🎄 and Exciting News from Collov AI! 💙 We’re thrilled to announce that our latest paper, “No more Adam, SGD is Back,” has been published with great success! It quickly gained widespread attention, made the The Hacker News trending list, and was highlighted by Hugging Face #DailyPaper as a hot topic in AI research. A Paradigm Shift in Deep Learning Optimization Our groundbreaking research challenges the dominance of current deep learning optimization methods, especially AdamW, and introduces a more efficient solution for model training. 🩵 The Bottleneck of #AdamW: Why a New Method Is Needed AdamW has become the go-to optimizer for deep learning, particularly with the rise of transformer architectures. However, its reliance on second-order momentum (historical gradient variance) leads to significant memory overhead, creating a bottleneck for large-scale model training. Even improvements like Adafactor and 8-bit AdamW fail to eliminate these high costs. 💛 Our Breakthrough: [g-SNR-Based SGD] We tackled this challenge by rethinking optimization fundamentals: balancing parameter update speeds. 💡 Gradient Signal-to-Noise Ratio (g-SNR): We propose using g-SNR to measure parameter update rates, replacing traditional gradient norm history. 📚 Key Insights: Model parameters’ g-SNR stabilizes during training. Leveraging this, we developed an SGD method that pre-scales learning rates for the first batch without relying on second-order momentum. 📌 Outcome: Our g-SNR SGD outperforms AdamW without increasing memory usage. 🔅 Cross-Task Validation: Superior Performance Our method has been rigorously tested across diverse tasks and architectures: Pretraining: GPT-2, Vision Transformers (ViT) Fine-tuning: LoRA fine-tuning for GPT-2 and diffusion models Traditional Training: Convolutional Neural Networks (CNNs) Results: g-SNR SGD consistently surpasses leading adaptive gradient methods, setting new benchmarks in deep learning optimization. ⁉️ Why This Matters This research marks a paradigm shift in deep learning optimization: Reduced Memory Consumption: Key for large-scale model training. Enhanced Training Efficiency: Especially impactful as computational demands grow for transformers and diffusion models. Looking Ahead 🌟Our work is sparking enthusiastic discussions and feedback within the AI community. As adoption grows, g-SNR-based SGD could redefine deep learning optimization standards. ✅ Stay tuned for more updates from Collov AI as we continue to push the boundaries of innovation in AI and model optimization! For more details, follow our latest news and join us in shaping the future of deep learning optimization. #deeplearning #collovai #collovlabs #collovresearch The Hacker News, Stanford University, University of California, Berkeley, #feifeili, #spatialintelligence #modelrelease

Collov AI at #NeurIPS2024: Pioneering the Future of 3D and Spatial Intelligence 🌍 At this year’s #NeurIPS, Collov AI's head of growth Laura Y. L and Rex Ying, assistant professor hosted the 3D/Spatial Intelligence After-Party, bringing together researchers from Stanford University, Massachusetts Institute of Technology, University of California, Berkeley, Google, and more. The event fostered meaningful discussions about the future of AI-driven 3D modeling and spatial intelligence, uniting visionaries to explore transformative possibilities. 🎯 Looking back to Collov AI's Key Research Initiatives in #2024 We are advancing spatial intelligence with projects including: 1️⃣ Meissonic: Revitalizing masked generative transformers for efficient high-resolution text-to-image synthesis. Jinbin Bai 2️⃣ K-sort Arena: Benchmarking generative models via k-wise human preferences. Zhen Dong 3️⃣ Control Ability Arena: Enhancing precision and user control in text-to-image generation. 4️⃣ Smooth Interactive Generation: Developing seamless interactivity in AI-generated outputs. 5️⃣ VLM as a Judge: Leveraging vision-language models for automated evaluation in generative AI. 6️⃣ D-edit: has been accepted by Association for the Advancement of Artificial Intelligence (AAAI) This year's #NeurIPS was so impactful that luminaries like #FeiFeiLi, #IlyaSutskever, and Kaiming He also shared insights on building AI solutions that merge research breakthroughs with real-world applications. 🎙️At Collov AI, we’re committed to democratizing 3D spatial intelligence and delivering transformative applications across industries like real estate and architecture. Together, we’re shaping the future of AI innovation. 📍 Learn more at collov.ai 💡 What excites you most about 3D and spatial AI? Let us know! 👇

Last week, we hosted our Annual Brunch, bringing together our founders, investors, and partners for a day of meaningful dialogue and collaboration. Highlights included: 🏢 Aaron Lee shared how he overcame the challenges of the pandemic to scale Dash Living into Asia's leading co-living brand. 🌐 Bill Deng reflected on his personal journey while building XTransfer into a fintech unicorn revolutionizing cross-border financial services globally. 🛒 Hanson Huang shared his inspiring journey from humble beginnings to building HiGOOD into one of TikTok's top sellers in Indonesia. 🏡 Xiao Zhang and Kaicheng Z. explained how Collov AI is transforming the home design industry through cutting-edge spatial AI. Guest speakers included: - Clara Chan, CEO of Hong Kong Investment Corporation Limited, provided perspectives on fostering innovation and growth in Hong Kong. - Gilbert Wong, former Chief Superintendent of the Police Negotiation Cadre (Hong Kong Police Force), shared lessons on the art and science of crisis negotiation. It was a privilege to connect with such a remarkable group, reflecting on our shared successes and exploring opportunities for the future. Thank you to everyone who joined us and made this event truly special.

#collocai is innovating RealEstate and Home Renovation today! Thanks for #gritdaily

Want to learn how #collovai overcoming the challenges of GTM? Keep tune with our success story!

#CREtech2024 in New York City was successfully completed last week! The event was a remarkable gathering of thought leaders, innovators, and industry professionals dedicated to revolutionizing the real estate and construction sectors with cutting-edge technology. #CollovAI was honored to showcase how our advanced #spatialdesignintelligence is transforming workflows across real estate and interior design. From enabling dynamic, real-time spatial reasoning to streamlining design proposals for clients, our solutions sparked significant interest and enthusiasm among attendees. Our keynote speech was incredibly inspiring, highlighting the immense potential of AI-driven innovation to reshape the future of spaces. We were excited to see the industry’s strong recognition of our vision and technology. We are eager to expand our network of partners and collaborate with forward-thinking companies ready to embrace the future of spatial design and real estate technology. 🫶Let’s work together to bring smarter, more efficient, and visually stunning solutions to the market!If you’re interested in partnering with us, reach out—we’d love to explore opportunities to drive innovation together! #NYC #RealEstate #CollovAI

We were honored to be part of the #2024AnnualGala&Construction Expo, a premier event that brought together visionaries and leaders from the construction and real estate industries in Silicon Valley. It was an incredible opportunity to connect with key figures like Mr. Sun from ABC Cabinet, and Hao Chen, founder of LUSSO , our esteemed customer, and the inspiring team at NKBA and San Jose State University The energy and innovation at the event were palpable, and we’re truly grateful for the meaningful conversations and shared vision of transforming spaces through collaboration and advanced technology. This event highlighted the power of partnerships in driving progress, and we’re thrilled to continue exploring synergies with the real estate and construction industries in Silicon Valley. Together, we can redefine the future of spaces—bringing smarter, more sustainable, and visually compelling designs to life. Thank you to everyone who made this event so impactful! #cabinet #realestate #collovai #collov #businesscollaboration