Window Monitoring with Machine Vision
A guide to setting up a window monitoring system using the Moondream2 machine vision model for real-time window content analysis.
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3D Photo Inpainting with Python and PyTorch
A comprehensive guide to setting up and using 3D Photo Inpainting on Windows, including Miniconda environment setup, dependency installation, and usage instructions.
OpenAI Whisper Speech Recognition Guide
Whisper is a general-purpose speech recognition model. It is trained on a large dataset of diverse audio and is also a multi-task model that can perform multilingual speech recognition as well as speech translation and language identification. GitHub Repository Installation pip install git+https://github.com/openai/whisper.git Fix CUDA not detecting GPU Whisper will default to the CPU if a GPU is not detected, which is considerably slower. pip uninstall torch pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu116 Example usage # Transcribe whisper input.mp3 --model medium.en --language en --task transcribe # Translate whisper japanese.wav --model large --language Japanese --task translate Available models and languages There are five model sizes, four with English-only versions, offering speed and accuracy tradeoffs. Below are the names of the available models and their approximate memory requirements and relative speed.
MiDaS Depth Estimation Guide
GitHub Repository During installation, I ran into an issue where the CUDA package wasn’t found. Had to modify environment.yaml to: name: midas-py310 channels: - pytorch - defaults dependencies: - nvidia::cuda-toolkit=11.7.0 - python=3.10.8 - pytorch::pytorch=1.13.0 - torchvision=0.14.0 - pip=22.3.1 - numpy=1.23.4 - pip: - opencv-python==4.6.0.66 - imutils==0.5.4 - timm==0.6.12 - einops==0.6.0 Commands that were helpful for troubleshooting CUDA:
Stable Diffusion Scripts
A comprehensive collection of utility scripts for automating image processing tasks with Stable Diffusion outputs, including batch file renaming, color grading, pixel art conversion, and video processing tools.
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