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Austin

Axe77
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AI & ML interests

Reinforcement Learning, Deep Learning

Recent Activity

liked a Space about 2 months ago
DawnC/SceneWeaver
reacted to DawnC's post with 🚀 about 2 months ago
SceneWeaver — AI-Powered Background Generation & Image Composition 🎨✨ Transform ordinary portraits into professional studio shots with just one click! What can SceneWeaver do? - 📸 Upload any portrait photo and instantly generate stunning, professional-quality backgrounds - 🎭 Smart Subject Detection — Automatically identifies and extracts people, pets, or objects from your photos, even handling tricky cases like dark clothing and cartoon characters. - 🌄 Creative Scene Library — Choose from 24 professionally curated backgrounds spanning offices, nature landscapes, urban settings, artistic styles, and seasonal themes, or describe your own custom vision. - ⚙️ Professional Results — Delivers studio-quality compositions in seconds, saving hours of manual editing work while maintaining natural lighting and color harmony. What's next? 🎬 Enhanced context-aware generation 🎨 Batch processing for multiple style variations 🔧 Higher resolution output support 🌐 Accessible cloud deployment Current Status: Under active development with continuous improvements to edge quality, background variety, and processing efficiency. My goal: To make professional-quality image composition accessible to everyone, whether you're a photographer needing quick background changes, a content creator building your social media presence, or simply someone who wants their photos to look their absolute best. 👉 Try it here: https: https://huggingface.co/spaces/DawnC/SceneWeaver If SceneWeaver helps bring your creative vision to life, please give it a ❤️ to this project — your support inspires ongoing innovation! #AI #Photography #ImageEditing #ContentCreation #GenerativeAI #DeepLearning
reacted to DawnC's post with 🔥 6 months ago
🎯 Excited to share my comprehensive deep dive into VisionScout's multimodal AI architecture, now published as a three-part series on Towards Data Science! This isn't just another computer vision project. VisionScout represents a fundamental shift from simple object detection to genuine scene understanding, where four specialized AI models work together to interpret what's actually happening in an image. 🏗️ Part 1: Architecture Foundation How careful system design transforms independent models into collaborative intelligence through proper layering and coordination strategies. ⚙️ Part 2: Deep Technical Implementation The five core algorithms powering the system: dynamic weight adjustment, attention mechanisms, statistical methods, lighting analysis, and CLIP's zero-shot learning. 🌍 Part 3: Real-World Validation Concrete case studies from indoor spaces to cultural landmarks, demonstrating how integrated systems deliver insights no single model could achieve. What makes this valuable: The series shows how intelligent orchestration creates emergent capabilities. When YOLOv8, CLIP, Places365, and Llama 3.2 collaborate, the result is genuine scene comprehension beyond simple detection. ⭐️ Try it yourself: https://huggingface.co/spaces/DawnC/VisionScout Read the complete series: 📖 Part 1: https://towardsdatascience.com/the-art-of-multimodal-ai-system-design/ 📖 Part 2: https://towardsdatascience.com/four-ai-minds-in-concert-a-deep-dive-into-multimodal-ai-fusion/ 📖 Part 3: https://towardsdatascience.com/scene-understanding-in-action-real-world-validation-of-multimodal-ai-integration/ #AI #DeepLearning #MultimodalAI #ComputerVision #SceneUnderstanding #TechForLife
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