This is a tutorial on how to use ailia SDK with the Java Native Interface (JNI) to perform deep learning inference in Java using GPU. For more information about ailia SDK, please refer to here.

Using the ailia SDK from Java

ailia SDK provides a Java Native Interface (JNI) API to perform inference using ONNX on…


This is an introduction to「3DObjectDetectionPyrorch」, a machine learning model that can be used with ailia SDK. You can easily use this model to create AI applications using ailia SDK as well as many other ready-to-use ailia MODELS.

Overview

3DObjectDetectionPytorch is a machine learning model that calculates 3D bounding boxes of objects…


This is an introduction to「M-LSD」, a machine learning model that can be used with ailia SDK. You can easily use this model to create AI applications using ailia SDK as well as many other ready-to-use ailia MODELS.

Overview

M-LSD is a machine learning model developed by NAVER to detect wireframes of…


This is an introduction to「VehicleAttributeRecognitionBarrier」, a machine learning model that can be used with ailia SDK. You can easily use this model to create AI applications using ailia SDK as well as many other ready-to-use ailia MODELS.

Overview

VehicleAttributeRecognitionBarrier is a machine learning model developed by Intel to identify the type…


This section explains mAP, an evaluation metric for object detection models.

What is mAP?

mAP (mean Average Precision) is an evaluation metric used in object detection models such as YOLO. The calculation of mAP requires IOU, Precision, Recall, Precision Recall Curve, and AP.

About IOU

Object detection models predict the bounding box and category of…


This article presents two metrics used in machine learning model evaluation: the Receiver Operating Characteristic (ROC) curve and Area Under Curve (AUC).

ROC curve

The Receiver Operating Characteristic (ROC) curve is a two-dimensional curve with the True Positive Rate on the vertical axis and False Positive Rate on the horizontal axis.

Source: https://scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html#sphx-glr-auto-examples-model-selection-plot-roc-py

Let’s…


This is an introduction to「PaDiM」, a machine learning model that can be used with ailia SDK. You can easily use this model to create AI applications using ailia SDK as well as many other ready-to-use ailia MODELS.

Overview

PaDiM is a machine learning model for detecting defective products published in November…


This article is an overview of a presentation given by ax Inc. at arm developer AI virtual tech talks on September 21 2021.

Overview

This talk starts with an overview of ailia SDK, then introduces optimization techniques for inferring neural networks at high speed in Arm environments. Based on our research…


This is an introduction to「AgeGenderRecognitionRetail」, a machine learning model that can be used with ailia SDK. You can easily use this model to create AI applications using ailia SDK as well as many other ready-to-use ailia MODELS.

Overview

AgeGenderRecognitionRetail is a machine learning model developed by Intel to identify the age…


This is an introduction to「MoveNet」, a machine learning model that can be used with ailia SDK. You can easily use this model to create AI applications using ailia SDK as well as many other ready-to-use ailia MODELS.

Overview

MoveNet is a pose estimation model released by Google on May 17, 2021…

David Cochard

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