SceneWeaver
🎨
13
AI background generation with professional edge blending
Austin
Axe77
·
AI & ML interests
Reinforcement Learning, Deep Learning
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about 2 months ago
DawnC/SceneWeaver
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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: 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
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: 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
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6 months ago
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4528
🎯 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:
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
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:
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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9 months ago
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9 months ago
Post
3486
PawMatchAI 🐾: The Complete Dog Breed Platform
PawMatchAI offers a comprehensive suite of features designed for dog enthusiasts and prospective owners alike. This all-in-one platform delivers five essential tools to enhance your canine experience:
1. 🔍Breed Detection: Upload any dog photo and the AI accurately identifies breeds from an extensive database of 124+ different dog breeds. The system detects dogs in the image and provides confident breed identification results.
2.📊Breed Information: Access detailed profiles for each breed covering exercise requirements, typical lifespan, grooming needs, health considerations, and noise behavior - giving you complete understanding of any breed's characteristics.
3.📋 Breed Comparison : Compare any two breeds side-by-side with intuitive visualizations highlighting differences in care requirements, personality traits, health factors, and more - perfect for making informed decisions.
4.💡 Breed Recommendation: Receive personalized breed suggestions based on your lifestyle preferences. The sophisticated matching system evaluates compatibility across multiple factors including living space, exercise capacity, experience level, and family situation.
5.🎨 Style Transfer: Transform your dog photos into artistic masterpieces with five distinct styles: Japanese Anime, Classic Cartoon, Oil Painting, Watercolor, and Cyberpunk - adding a creative dimension to your pet photography.
👋Explore PawMatchAI today:
DawnC/PawMatchAI
If you enjoy this project or find it valuable for your canine companions, I'd greatly appreciate your support with a Like❤️ for this project.
#ArtificialIntelligence #MachineLearning #ComputerVision #PetTech #TechForLife
PawMatchAI offers a comprehensive suite of features designed for dog enthusiasts and prospective owners alike. This all-in-one platform delivers five essential tools to enhance your canine experience:
1. 🔍Breed Detection: Upload any dog photo and the AI accurately identifies breeds from an extensive database of 124+ different dog breeds. The system detects dogs in the image and provides confident breed identification results.
2.📊Breed Information: Access detailed profiles for each breed covering exercise requirements, typical lifespan, grooming needs, health considerations, and noise behavior - giving you complete understanding of any breed's characteristics.
3.📋 Breed Comparison : Compare any two breeds side-by-side with intuitive visualizations highlighting differences in care requirements, personality traits, health factors, and more - perfect for making informed decisions.
4.💡 Breed Recommendation: Receive personalized breed suggestions based on your lifestyle preferences. The sophisticated matching system evaluates compatibility across multiple factors including living space, exercise capacity, experience level, and family situation.
5.🎨 Style Transfer: Transform your dog photos into artistic masterpieces with five distinct styles: Japanese Anime, Classic Cartoon, Oil Painting, Watercolor, and Cyberpunk - adding a creative dimension to your pet photography.
👋Explore PawMatchAI today:
DawnC/PawMatchAI
If you enjoy this project or find it valuable for your canine companions, I'd greatly appreciate your support with a Like❤️ for this project.
#ArtificialIntelligence #MachineLearning #ComputerVision #PetTech #TechForLife
reacted to
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9 months ago
Post
2965
VisionScout — Now with Scene Understanding! 🚀
I'm excited to share a major update to VisionScout, my interactive vision tool that combines powerful object detection with emerging scene understanding capabilities! 👀🔍
What can VisionScout do today?
🖼️ Upload any image and detect 80 object types using YOLOv8.
🔄 Instantly switch between Nano, Medium, and XLarge models depending on speed vs. accuracy needs.
🎯 Filter specific classes (people, vehicles, animals, etc.) to focus only on what matters to you.
📊 View detailed statistics on detected objects, confidence levels, and spatial distribution.
⭐️ NEW: Scene understanding layer now added!
- Automatically interprets the scene based on detected objects.
- Uses a combination of rule-based reasoning and CLIP-powered semantic validation.
- Outputs descriptions, possible activities, and even safety concerns.
What’s coming next?
🔎 Expanding YOLO’s object categories.
🎥 Adding video processing and multi-frame object tracking.
⚡ Faster real-time performance.
📱 Improved mobile responsiveness.
My goal:
To make advanced vision tools accessible to everyone, from beginners to experts , while continuing to push for more accurate and meaningful scene interpretation.
Try it yourself! 🖼️
👉 DawnC/VisionScout
If you enjoy VisionScout, feel free to give the project a ❤️, it really helps and keeps me motivated to keep building and improving!
Stay tuned for more updates!
#ComputerVision #ObjectDetection #YOLO #SceneUnderstanding #MachineLearning #TechForLife
I'm excited to share a major update to VisionScout, my interactive vision tool that combines powerful object detection with emerging scene understanding capabilities! 👀🔍
What can VisionScout do today?
🖼️ Upload any image and detect 80 object types using YOLOv8.
🔄 Instantly switch between Nano, Medium, and XLarge models depending on speed vs. accuracy needs.
🎯 Filter specific classes (people, vehicles, animals, etc.) to focus only on what matters to you.
📊 View detailed statistics on detected objects, confidence levels, and spatial distribution.
⭐️ NEW: Scene understanding layer now added!
- Automatically interprets the scene based on detected objects.
- Uses a combination of rule-based reasoning and CLIP-powered semantic validation.
- Outputs descriptions, possible activities, and even safety concerns.
What’s coming next?
🔎 Expanding YOLO’s object categories.
🎥 Adding video processing and multi-frame object tracking.
⚡ Faster real-time performance.
📱 Improved mobile responsiveness.
My goal:
To make advanced vision tools accessible to everyone, from beginners to experts , while continuing to push for more accurate and meaningful scene interpretation.
Try it yourself! 🖼️
👉 DawnC/VisionScout
If you enjoy VisionScout, feel free to give the project a ❤️, it really helps and keeps me motivated to keep building and improving!
Stay tuned for more updates!
#ComputerVision #ObjectDetection #YOLO #SceneUnderstanding #MachineLearning #TechForLife
reacted to
DawnC's
post with 🚀
10 months ago
Post
2587
New in PawMatchAI🐾 : Turn Your Dog Photos into Art!
I’m excited to introduce a brand-new creative feature — Dog Style Transfer is now live on PawMatchAI!
Just upload your dog’s photo and transform it into 5 artistic styles:
🌸 Japanese Anime
📚 Classic Cartoon
🖼️ Oil Painting
🎨 Watercolor
🌆 Cyberpunk
All powered by Stable Diffusion and enhanced with smart prompt tuning to preserve your dog’s unique traits and breed identity , so the artwork stays true to your furry friend.
Whether you're creating a custom portrait or just having fun, this feature brings your pet photos to life in completely new ways.
And here’s a little secret: although it’s designed with dogs in mind, it actually works on any photo — cats, plush toys, even humans. Feel free to experiment!
Results may not always be perfectly accurate, sometimes your photo might come back looking a little different, or even beyond your imagination. But that’s part of the fun! It’s all about creative surprises and letting the AI do its thing.
Try it now: DawnC/PawMatchAI
If this new feature made you smile, a ❤️ for this space would mean a lot.
#AIArt #StyleTransfer #StableDiffusion #ComputerVision #MachineLearning #DeepLearning
I’m excited to introduce a brand-new creative feature — Dog Style Transfer is now live on PawMatchAI!
Just upload your dog’s photo and transform it into 5 artistic styles:
🌸 Japanese Anime
📚 Classic Cartoon
🖼️ Oil Painting
🎨 Watercolor
🌆 Cyberpunk
All powered by Stable Diffusion and enhanced with smart prompt tuning to preserve your dog’s unique traits and breed identity , so the artwork stays true to your furry friend.
Whether you're creating a custom portrait or just having fun, this feature brings your pet photos to life in completely new ways.
And here’s a little secret: although it’s designed with dogs in mind, it actually works on any photo — cats, plush toys, even humans. Feel free to experiment!
Results may not always be perfectly accurate, sometimes your photo might come back looking a little different, or even beyond your imagination. But that’s part of the fun! It’s all about creative surprises and letting the AI do its thing.
Try it now: DawnC/PawMatchAI
If this new feature made you smile, a ❤️ for this space would mean a lot.
#AIArt #StyleTransfer #StableDiffusion #ComputerVision #MachineLearning #DeepLearning
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10 months ago