Note

This is COG + Gradio wrapper for Droneforge's YOLOv11 UAV Finetune model, intended to be deployed on Replicate.com and Hugging Face Spaces

Deployed on Replicate: https://replicate.com/meltred/yolov11n-uav-finetune

Deployed on Hugging: https://huggingface.co/spaces/kunalsin9h/yolov11-uav-finetune

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YOLOV11N-UAV FINETUNE

OPEN SOURCE. SMALL MODEL. UAV DETECTION.

┌─────────────────────────────────────┐
│       TRAINING PERFORMANCE          │
├─────────────────────────────────────┤
│  dj-air3     │ 96.8% mAP50          │
│  uav         │ 80.1% mAP50          │
└─────────────────────────────────────┘

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█ CORE

Lightweight YOLO11n finetuned for unmanned aerial vehicles.
Built for edge deployment.

█ SPECS

┌─────────────────────────────────────┐
│  MODEL       │ YOLO11n backbone    │
│  INPUT       │ 640x640 RGB         │
│  OUTPUT      │ UAV bounding boxes  │
│  TARGET      │ Mobile/Edge deploy  │
└─────────────────────────────────────┘

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█ DATASET

████ TRAIN: 6877 images (70%)
████ VALID: 1966 images (20%)
████ TEST:   985 images (10%)

PREPROCESSING: Auto-orient → Resize to 640x640
AUGMENTATIONS: None applied.

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█ WEIGHTS

├── yolov11n-UAV-finetune.pt   [PyTorch]
└── yolov11n-UAV-finetune.onnx [ONNX]

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█ CITATION

@misc{
uav-detection-blxxz_dataset,
title = { uav-detection Dataset },
type = { Open Source Dataset },
author = { UAVdetection },
howpublished = { \url{ https://universe.roboflow.com/uavdetection-msr99/uav-detection-blxxz } },
url = { https://universe.roboflow.com/uavdetection-msr99/uav-detection-blxxz },
journal = { Roboflow Universe },
publisher = { Roboflow },
year = { 2024 },
month = { apr },
note = { visited on 2025-08-16 },
}

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█ OPEN SOURCE UAV DETECTION FOR ALL              █
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=======--- title: Yolov11 Uav Finetune emoji: 🏆 colorFrom: blue colorTo: yellow sdk: gradio sdk_version: 5.42.0 app_file: app.py pinned: false license: mit short_description: Inference for 𖥂 droneforge/yolov11n-UAV-finetune

---

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference