Freaks City

Prepraing Custom Dataset Organize VOC-format dataset with this directory structure: VOC_CUSTOM/ ├── Annotations/ ├── ImageSets/ │ └── Main/ └── JPEGImages/ Execute dataset splitting script: # dataset_split.py import os import random import argparse parser = argparse.ArgumentParser() parser.add_argument('--xml_path', default='Annotations/', ...

Enviroment Setup For boards without network connectivity, configure the network connection first. apt update apt install build-essential libopencv-dev cmake apt install wget git vim apt install python3-pip cd /root python3 -m venv ort source /root/ort/bin/activate After enstalling these packages, the board will have the necessary build environ ...

OrangePi AIpro Overview Hardware Specifications The OrangePi AIpro is a high-performence AI development board featuring: Component Details Processor 4-core 64-bit ARM (1 core reserved for AI) AI Accelerator Huawei Ascend 310B (4 TFLOPS FP16, 8 TOPS INT8) Memory 8GB/16GB LPDDR4X @ 3200Mbps Storage 32MB SPI Flash, microSD slot, eMMC ...

This guide demonstrates how to wrap the YOLOv5 model in a lightweight Flask service that lets users upload an image or a short video, view the detections in the browser, and download the annotated result. What the service provides Drag-and-drop or click-to-upload for images and MP4 videos. Real-time preview of the original and processed media. ...

Model Parameter Profiling Utility functions in torch_utils facilitate the analysis of model complexity, including layer counts, parameter volumes, and computational load (FLOPs). The following snippet demonstrates how to aggregate parameter statistics and estimate floating-point operations using a dummy input tensor aligned with the model's str ...