# ailia-models | axinc-ai | Knowledge Base | Instagit

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Repository: https://github.com/axinc-ai/ailia-models

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## Articles

### [How to Integrate ailia-models with Python, C++, Unity, and Rust: A Complete SDK Guide](/axinc-ai/ailia-models/how-to-integrate-ailia-models-with-python-c-unity-and-rust)

Integrate ailia-models effortlessly with Python, C++, Unity, and Rust using our comprehensive SDK guide. Learn to load models, preprocess data, and run inference for diverse applications.

- Tags: getting-started
- Published: 2026-02-26

### [How to Implement Style Transfer and Neural Rendering with the AILIA-Models Repository](/axinc-ai/ailia-models/how-to-implement-style-transfer-and-neural-rendering)

Implement style transfer and neural rendering easily with AILIA-Models ONNX. Run ready-to-use models via CLI or embed them in Python using the AILIA SDK.

- Tags: tutorial
- Published: 2026-02-26

### [How to Use OCR Models for Text Detection and Recognition with ailia-models](/axinc-ai/ailia-models/how-to-use-ocr-models-for-text-detection-and-recognition)

Learn to use OCR models for text detection and recognition with ailia-models. Leverage PP-OCR or EasyOCR pipelines for efficient text extraction.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Implement Image Inpainting with Diffusion Models in Ailia-Models](/axinc-ai/ailia-models/how-to-implement-image-inpainting-with-diffusion-models)

Master image inpainting with diffusion models using ailia-models latent diffusion pipeline. Learn to fill masked image areas effortlessly while preserving context. Get started today.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Use Face Anti-Spoofing for Liveness Detection with Ailia Models](/axinc-ai/ailia-models/how-to-use-face-anti-spoofing-for-liveness-detection)

Implement face anti-spoofing liveness detection using a lightweight MN3 Large neural network. Detect real or spoof faces in real-time with Ailia models.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Implement Super-Resolution for Image Enhancement with AILIA-Models](/axinc-ai/ailia-models/how-to-implement-super-resolution-for-image-enhancement)

Enhance images with super-resolution using ailia models. Learn to load ONNX weights and process images for improved quality.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Use Demucs for Audio Source Separation in the ailia‑models Repository](/axinc-ai/ailia-models/how-to-use-audio-source-separation-models)

Learn how to use Demucs for audio source separation in ailia-models. Separate stereo audio into drums, bass, other, and vocals with efficient chunk-based inference and ONNX Runtime support.

- Tags: tutorial
- Published: 2026-02-26

### [How to Handle Video Inference and Real-Time Camera Processing with AILIA Models](/axinc-ai/ailia-models/how-to-handle-video-inference-and-real-time-camera-processing)

Learn how to perform video inference and real-time camera processing with AILIA Models. Discover our unified three-stage pipeline for seamless AI application development.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Implement Gesture and Hand Detection Models with Ailia‑Models](/axinc-ai/ailia-models/how-to-implement-gesture-and-hand-detection-models)

Implement gesture and hand detection models with ailia-models. Discover ready-to-run ONNX pipelines for hand detection, landmark estimation, and gesture classification in one inference stack.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Use Diffusion Models for Image Generation with AILIA Models](/axinc-ai/ailia-models/how-to-use-diffusion-models-for-image-generation)

Generate high-quality images from text with AILIA diffusion models. Explore stable diffusion and SDXL-Turbo pipelines for automatic text encoding, denoising, and decoding.

- Tags: tutorial
- Published: 2026-02-26

### [How to Run MiDaS and ZoeDepth Depth Estimation Models on Mobile Devices](/axinc-ai/ailia-models/how-to-run-depth-estimation-models-on-mobile-devices)

Learn to deploy MiDaS and ZoeDepth depth estimation models on mobile devices. Export ONNX models from ailia-models and run inference using Ailia SDK or ONNX Runtime Mobile.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Implement Anomaly Detection with PatchCore or PaDiM in ailia-models](/axinc-ai/ailia-models/how-to-implement-anomaly-detection-with-patchcore-or-padim)

Learn how to implement anomaly detection using PatchCore or PaDiM in ailia-models. Discover feature extraction, compression, and nearest-neighbor distance for powerful anomaly identification.

- Tags: tutorial
- Published: 2026-02-26

### [How to Use Whisper for Speech-to-Text Transcription with ailia-models](/axinc-ai/ailia-models/how-to-use-whisper-for-speech-to-text-transcription)

Transcribe audio with Whisper using ailia-models CLI or Python API. Easily perform speech-to-text from files or microphone input for fast and accurate results.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Implement Pose Estimation Using ST-GCN or MoveNet in Ailia Models](/axinc-ai/ailia-models/how-to-implement-pose-estimation-using-st-gcn-or-movenet)

Implement pose estimation with ST-GCN for action recognition or MoveNet for real-time keypoint detection using ailia-models Python scripts. Get automatic model download, preprocessing, and visualization.

- Tags: how-to-guide
- Published: 2026-02-26

### [How to Optimize GPU Acceleration Using Vulkan and Metal Backends in ailia‑Models](/axinc-ai/ailia-models/how-to-optimize-gpu-acceleration-using-vulkan-and-metal-backends)

Boost AI performance with Vulkan and Metal GPU acceleration in ailia-models. Learn to enable half-precision inference for faster processing.

- Tags: performance
- Published: 2026-02-25

### [How to Use Text-to-Speech Models (VALL‑E‑X and GPT‑SoVITS) with ailia](/axinc-ai/ailia-models/how-to-use-text-to-speech-models-with-ailia)

Explore VALL-E-X and GPT-SoVITS TTS models with ailia. Achieve offline speech synthesis and voice cloning using simple CLI or Python API calls for high-quality audio.

- Tags: tutorial
- Published: 2026-02-25

### [How to Implement Background Removal with U-2-Net or MODNet in ailia-models](/axinc-ai/ailia-models/how-to-implement-background-removal-with-u-2-net-or-modnet)

Easily implement background removal using U-2-Net or MODNet with the ailia SDK. Learn how to process images efficiently with pre-trained ONNX models for stunning results.

- Tags: how-to-guide
- Published: 2026-02-25

### [How to Use Voice Activity Detection (VAD) Models Like Silero VAD in Python](/axinc-ai/ailia-models/how-to-use-voice-activity-detection-models-like-silero-vad)

Learn to use Silero VAD in Python with ailia models. Automate recurrent states and process speech in batches or streams for efficient voice activity detection. Get started today!

- Tags: how-to-guide
- Published: 2026-02-25

### [How to Implement Face Detection and Recognition with ailia-models: A Complete Guide](/axinc-ai/ailia-models/how-to-implement-face-detection-and-recognition-with-ailia-models)

Implement face detection and recognition with ailia-models. Use detection scripts like RetinaFace and identification models such as ArcFace to accurately match identities. Get your guide now.

- Tags: how-to-guide
- Published: 2026-02-25

### [How to Use YOLO Models for Real-Time Object Detection with ailia-models](/axinc-ai/ailia-models/how-to-use-yolo-models-for-real-time-object-detection)

Easily implement real-time object detection using YOLO models with ailia-models. Leverage GPU acceleration and automatic model downloads for fast image, video, and webcam analysis.

- Tags: tutorial
- Published: 2026-02-25

### [How to Benchmark AI Model Inference Performance on Different Hardware with Ailia Models](/axinc-ai/ailia-models/how-to-benchmark-ai-model-inference-performance-on-different-hardware)

Easily benchmark AI model inference performance on CPU, GPU, and NPU hardware using ailia models. Learn to measure latency across different hardware without code changes.

- Tags: how-to-guide
- Published: 2026-02-25

### [How to Run Object Detection Models on Jetson or Raspberry Pi Using the ailia SDK](/axinc-ai/ailia-models/how-to-run-object-detection-models-on-jetson-or-raspberry-pi-using-ailia-sdk)

Easily run object detection models like YOLOX and YOLOv5 on Jetson or Raspberry Pi using the ailia SDK. Install the wheel and let auto-detection select GPU or CPU for optimal performance. Get started now.

- Tags: how-to-guide
- Published: 2026-02-25