Spaces:
Running
on
Zero
Running
on
Zero
Update README.md
Browse files
README.md
CHANGED
|
@@ -1,94 +1,105 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
*
|
| 58 |
-
*
|
| 59 |
-
*
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
*
|
| 69 |
-
*
|
| 70 |
-
*
|
| 71 |
-
*
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
| 91 |
-
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
title: UVIS
|
| 4 |
+
sdk: gradio
|
| 5 |
+
emoji: 🔥
|
| 6 |
+
colorFrom: blue
|
| 7 |
+
colorTo: indigo
|
| 8 |
+
pinned: true
|
| 9 |
+
thumbnail: >-
|
| 10 |
+
https://cdn-uploads.huggingface.co/production/uploads/6820d348853cd8d544c6b014/qapEjDg69wwVgeqCXWTiX.png
|
| 11 |
+
short_description: Unified Visual Intelligence System
|
| 12 |
+
---
|
| 13 |
+
|
| 14 |
+
# UVIS - Unified Visual Intelligence System
|
| 15 |
+
|
| 16 |
+
### A Lightweight Web-Based Visual Perception Demo
|
| 17 |
+
|
| 18 |
+
> **Try it online**: [uvis.deecoded.io](https://uvis.deecoded.io)
|
| 19 |
+
> **GitHub**: [github.com/DurgaDeepakValluri/UVIS](https://github.com/DurgaDeepakValluri/UVIS)
|
| 20 |
+
|
| 21 |
+
---
|
| 22 |
+
|
| 23 |
+
## Overview
|
| 24 |
+
|
| 25 |
+
**UVIS** (Unified Visual Intelligence System) is a **lightweight, web-based visual perception demo**, originally conceptualized as a **spin-off while building Percepta**—a larger modular perception framework.
|
| 26 |
+
|
| 27 |
+
The goal of UVIS is to make **scene understanding tools more accessible**, allowing anyone to try object detection, semantic segmentation, and depth estimation through a clean web interface, without requiring local setup.
|
| 28 |
+
|
| 29 |
+
UVIS currently runs on **[Render.com](https://www.render.com)'s Free Tier**, using **lightweight models** to ensure the experience remains stable on limited resources.
|
| 30 |
+
|
| 31 |
+
---
|
| 32 |
+
|
| 33 |
+
## Key Features
|
| 34 |
+
|
| 35 |
+
| Capability | Description |
|
| 36 |
+
| ---------------------------- | ----------------------------------------------------------------------------------- |
|
| 37 |
+
| 🟢 **Object Detection** | YOLOv5-Nano & YOLOv5-Small for fast, low-resource detection. |
|
| 38 |
+
| 🟢 **Semantic Segmentation** | SegFormer-B0 and DeepLabV3-ResNet50 for general-purpose scenes. |
|
| 39 |
+
| 🟢 **Depth Estimation** | MiDaS Small & DPT Lite for per-pixel depth estimation. |
|
| 40 |
+
| 🖼️ **Scene Blueprint** | Unified overlay combining all selected tasks. |
|
| 41 |
+
| 📊 **Scene Metrics** | Scene complexity scoring and agent-friendly summaries. |
|
| 42 |
+
| 📦 **Downloadable Results** | JSON, overlay images, and ZIP bundles. |
|
| 43 |
+
| 🌐 **Web-First Design** | No installation needed—hosted live at [uvis.deecoded.io](https://uvis.deecoded.io). |
|
| 44 |
+
| 🛠️ **Open Source** | Contribution-friendly, easy to extend and improve. |
|
| 45 |
+
|
| 46 |
+
---
|
| 47 |
+
|
| 48 |
+
### Current Limitations & Roadmap
|
| 49 |
+
|
| 50 |
+
UVIS is designed for **lightweight demos** on **free-tier hosting**, which means:
|
| 51 |
+
|
| 52 |
+
* Models are optimized for speed and minimal compute.
|
| 53 |
+
* Only **image input** is supported at this time.
|
| 54 |
+
|
| 55 |
+
> As the project grows and higher hosting tiers become available, the roadmap includes:
|
| 56 |
+
>
|
| 57 |
+
> * **Video input support**
|
| 58 |
+
> * **Lightweight SLAM**
|
| 59 |
+
> * **Natural language scene descriptions**
|
| 60 |
+
> * **Higher-capacity, more accurate models**
|
| 61 |
+
|
| 62 |
+
---
|
| 63 |
+
|
| 64 |
+
## Architecture Highlights
|
| 65 |
+
|
| 66 |
+
* **Modular Python Backend with Model Registry**
|
| 67 |
+
* **Streamlit-Based Interactive Web UI**
|
| 68 |
+
* **HuggingFace Transformers & TorchVision Integration**
|
| 69 |
+
* **Lightweight Model Support (Render-Compatible)**
|
| 70 |
+
* **Structured JSON Output for AI Agents**
|
| 71 |
+
* **Robust Error Handling and Logging**
|
| 72 |
+
|
| 73 |
+
---
|
| 74 |
+
|
| 75 |
+
## 🤝 Contributing
|
| 76 |
+
|
| 77 |
+
UVIS is **open-source** and welcomes contributions.
|
| 78 |
+
You can:
|
| 79 |
+
|
| 80 |
+
* Suggest new features
|
| 81 |
+
* Improve the web interface
|
| 82 |
+
* Extend perception tasks
|
| 83 |
+
* Report issues or bugs
|
| 84 |
+
|
| 85 |
+
### 💻 **Clone and Run Locally**
|
| 86 |
+
|
| 87 |
+
```bash
|
| 88 |
+
git clone https://github.com/DurgaDeepakValluri/UVIS.git
|
| 89 |
+
cd UVIS
|
| 90 |
+
pip install -r requirements.txt
|
| 91 |
+
```
|
| 92 |
+
|
| 93 |
+
---
|
| 94 |
+
|
| 95 |
+
## 🌐 Live Demo
|
| 96 |
+
|
| 97 |
+
> **Explore it online at [uvis.deecoded.io](https://uvis.deecoded.io)**
|
| 98 |
+
> Upload an image, select your tasks, and view the results—all in your browser.
|
| 99 |
+
|
| 100 |
+
---
|
| 101 |
+
|
| 102 |
+
## 📝 License
|
| 103 |
+
|
| 104 |
+
Apache 2.0 License. Free for personal and commercial use with attribution.
|
| 105 |
+
© 2025 Durga Deepak Valluri
|