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Arty Ariuntuya

ML Engineer @Roboflow. Debugging reality, one pixel at a time.

Latest Posts by Arty Ariuntuya

Roboflow Video Inference with Custom Annotators

27 Nov 2023 • 3 min read

Roboflow Video Inference with Custom Annotators

Performing real-time video inference is crucial for many applications like autonomous vehicles, security systems, logistics, and more. However, setting up a robust video inference pipeline can be time consuming. You need a trained computer vision model, inference code, and visualization tools to annotate each frame. This is a lot of

Launch: Roboflow Logistics Pre-trained Object Detection Model

24 Oct 2023 • 6 min read

Launch: Roboflow Logistics Pre-trained Object Detection Model

The Roboflow Logistics Model, trained on 99,238 images across 20 classes, offers a domain-specific advantage for logistics vision use cases.

Launch: QR Code Model Deployment

23 Aug 2023 • 2 min read

Launch: QR Code Model Deployment

Roboflow’s newest feature lets you easily enable anyone to access your models by scanning a QR code to instantly use a model in a mobile browser. You can now quickly get your model into the hands of anyone with a mobile phone to test models or benefit from your

How to Use Computer Vision to Monitor Inventory

22 Aug 2023 • 6 min read

How to Use Computer Vision to Monitor Inventory

Real-time insights extracted from video streams can drastically improve efficiency for how industries operate. One high-impact application of this is in inventory management. Whether you’re a factory manager looking to improve inventory management or a store owner striving to prevent stockouts, real-time data can be a game-changer. This tutorial

How to Reduce Dataset Size Without Losing Accuracy

9 Aug 2023 • 8 min read

How to Reduce Dataset Size Without Losing Accuracy

Learn how to reduce the size of your computer vision dataset without losing accuracy.

Using Stable Diffusion and SAM to Modify Image Contents Zero Shot

1 Aug 2023 • 4 min read

Using Stable Diffusion and SAM to Modify Image Contents Zero Shot

Introduction Recent breakthroughs in large language models (LLMs) and foundation computer vision models have unlocked new interfaces and methods for editing images or videos. You may have heard of inpainting, outpainting, generative fill, and text to image; this post will show you how to execute those new generative AI functions

Improve Accuracy: Polygon Annotations for Object Detection

19 Jul 2023 • 5 min read

Improve Accuracy: Polygon Annotations for Object Detection

In this blog post, we will explore how you can improve your object detection model performance by converting your bounding box annotations to polygon annotations. We will also discuss the use of augmentations with polygon annotations and using pretrained weights to further boost performance. By the end of this post,

Detecting Objects with DETIC vs Custom Training

5 Jul 2023 • 4 min read

Detecting Objects with DETIC vs Custom Training

Learn how to evaluate large foundation models and how custom model training can improve performance.

How to Use FastSAM

3 Jul 2023 • 5 min read

How to Use FastSAM

In this guide, we show how to install and use FastSAM, and demonstrate how to visually compare SAM to FastSAM on your own data.

How to Train DETR on a Custom Dataset

19 Jun 2023 • 3 min read

How to Train DETR on a Custom Dataset

Learn how to train a DETR model on a custom dataset.

Auto-Label Classification Datasets Using CLIP

7 Jun 2023 • 5 min read

Auto-Label Classification Datasets Using CLIP

Labeling large datasets can be a time-consuming and labor-intensive task. However, with advancements in deep learning and natural language processing, it is now possible to automate the labeling process. In this blog post, we will guide you through the process of using CLIP (Contrastive Language-Image Pretraining) and Roboflow to automatically

How to Use Ultralytics YOLOv8 with SAM

7 Jun 2023 • 4 min read

How to Use Ultralytics YOLOv8 with SAM

In this guide, we show how to use YOLOv8 and SAM to create pixel-level segmentation masks for objects identified by a YOLOv8 model.

How to Train YOLOv8 Instance Segmentation on a Custom Dataset

26 May 2023 • 5 min read

How to Train YOLOv8 Instance Segmentation on a Custom Dataset

Learn how to train a YOLOv8 instance segmentation model on a custom dataset.

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