For this post, I’d like to share how to label images using LabelIMG.I’ll be using the Anaconda command prompt, so start the tutorial after you’re inside one of your environments. Start LabelIMG Git clone the repo Install Requirements Change directory…
Augmenting Data In most case for AI projects, there are not enough data to train a model. So that’s when Data Augmentation comes into play! You can create new data from what you already have and use that to train…
■ InceptionNet I’ve been using this model to run inference on jetson for a while, but I didn’t know what was actually going on inside, so for this time I’ve decided to create the network from scratch using Pytorch. ■…
OPTIMIZING YOUR MODELThere is a machine learning framework called, TensorRT to “optimize” your model for faster inference. I’ve been converting many models to a TensorRT engine for a while, but I didn’t really know how it was optimizing the model.…
MY BRITAFor the past few weeks, I’ve been deploying pre-trained models so, for this time, I finally made my first retrained model for detecting my BRITA(I honestly just didn’t have anything else to detect). Since it’s my first time, I…
EVALUATING PERFORMANCEI’ve been able to create several successful routes to deploy models using the Deepstream app. So for my next step, before retraining models, I compared the performance depending on the GPU METRICS ＆ NOTES– Model: YOLOV3– I’m comparing JetsonTX2…
Configuring The AppIt was so hard for me to understand what was going on when I first touched the DeepStream SDK, so for this post, I want to share how the DeepStream App is configured VISUALLY. (Hoping I’m understanding it…
COMPARING MODELSLast week, I was able to deploy SSD_mobileNet_v2, so for comparison, this time I deployed SSD_Inception_V2. PREREQUISITE– DeepStream 5.0.1– Jetpack 4.4– Tensorflow 1.15.0 ( If you haven’t installed it yet, check out my last post) REFERENCES– https://havedatawilltrain.com/stream-of-the-jest/– IMPLEMENTATION1.…
DEEPSTREAMI was finally able to deploy a simple model using Deepstream, so I’d like to share it here PREREQUISITE– DeepStream 5.0.1– Jetpack 4.4– Tensorflow 1.15.0 IMPLEMENTATION ■ Install requirements for TensorFlow1.x on Jetson ■Install Tensorflow1.15.0: Be careful with the version…
SETTING UPWhen setting up your Jetson TX2, you need a host (Ubuntu recommended) besides the target( Your Jetson) to install Jetpack SDK and flash the necessary components to the target.So, if you are using an OS that is NOT a…