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Fatih Cagatay Akyon
Fatih Cagatay Akyon

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Published in Codable

·Mar 22

Perform Sliced (Tiled) Inference and Detailed Error Analysis Using Detectron2 Models

Do you need sliced (tiled) inference for small object detection on satellite images or high-resolution images? Do you need explainable metrics for your detection model (insights on possible improvements)? Do you need an interactive UI to visualize faulty predictions? Do you rely on Detectron2 models? All of them is possible…

Machine Learning

3 min read

Perform Sliced Inference and Detailed Error Analysis using Detectron2 Models
Perform Sliced Inference and Detailed Error Analysis using Detectron2 Models

Published in Geek Culture

·Mar 10

Perform Sliced (Tiled) Inference and Detailed Error Analysis using Detectron2 Models

Do you need sliced (tiled) inference for small object detection on satellite images or high resolution images? Do you need explainable metrics for your detection model (insights on possible improvements)? Do you need an interactive UI to visualize faulty predictions? Do you rely on Detectron2 models? All of them is…

Machine Learning

3 min read

Perform Sliced Inference and Detailed Error Analysis using Detectron2 Models
Perform Sliced Inference and Detailed Error Analysis using Detectron2 Models

Published in Analytics Vidhya

·Feb 25

Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models

Do you need sliced (tiled) inference for small object detection on satellite images or high-resolution images? Do you need explainable metrics for your detection model (insights on possible improvements)? Do you need an interactive UI to visualize faulty predictions? Do you rely on YOLOv5 models? All of them is possible…

Machine Learning

3 min read

Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models
Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models

Published in Geek Culture

·Feb 14

Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models

Do you need sliced (tiled) inference for small object detection on satellite images or high-resolution images? Do you need explainable metrics for your detection model (insights on possible improvements)? Do you need an interactive UI to visualize faulty predictions? Do you rely on YOLOv5 models? All of them is possible…

Machine Learning

3 min read

Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models
Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models

Published in Codable

·Jan 23

Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models

Do you need sliced (tiled) inference for small object detection on satellite images or high-resolution images? Do you need explainable metrics for your detection model (insights on possible improvements)? Do you need an interactive UI to visualize faulty predictions? Do you rely on YOLOv5 models? All of them is possible…

Machine Learning

3 min read

Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models
Perform Sliced (Tiled) Inference and Detailed Error Analysis using YOLOv5 Models

Published in Codable

·Jan 3

Convert any dataset to COCO object detection format with SAHI

After reading this post, you will be able to easily convert any dataset into COCO object detection format 🚀 Install sahi : pip install sahi 2. Import required classes: from sahi.utils.coco import Coco, CocoCategory, CocoImage, CocoAnnotation from sahi.utils.file import save_json 3. Init Coco object: coco = Coco() 4. Add categories…

Machine Learning

2 min read

Convert any dataset to COCO object detection format with SAHI
Convert any dataset to COCO object detection format with SAHI

Published in Machine Learning Turkiye

·Dec 22, 2021

SAHI kütüphanesi ile obje tespiti verisetini COCO formatına çevirme

Bu yazıyı okuduktan sonra, elindeki herhangi bir obje tespiti verisetini kolayca COCO formatına çevirmeyi öğreneceksin 🚀 sahi Python paketini kur: pip install -U sahi 2. Gerekli sınıfları yükle: from sahi.utils.coco import Coco, CocoCategory, CocoImage, CocoAnnotation from sahi.utils.file import save_json 3. Coco objesi oluştur: coco = Coco() 4. Kategorileri ekle (id…

Yapay Zeka

2 min read

SAHI kütüphanesi ile obje tespiti verisetini COCO formatına çevirme
SAHI kütüphanesi ile obje tespiti verisetini COCO formatına çevirme

Published in Machine Learning Turkiye

·Oct 8, 2021

YOLOv5 Başlangıç Kiti

Hepsi sadece ‘pip install yolov5’ uzağında… En son çıkan YOLO modelini Windows/Linux bilgisayarına kurarken zorlandın mı? YOLOv5 modelleri ile eğitim ve tahmin almaya çalışırken sürekli hatalar mı alıyorsun? Sadece birkaç satır kod ile gerçek zamanlı obje takibi sistemi mi kurmak istiyorsun? Geniş açılı/yüksek çözünürlüklü görüntülerde tek tıkla dilimlenmiş tahmin mi…

Deep Learning

3 min read

YOLOv5 Başlangıç Kiti
YOLOv5 Başlangıç Kiti

Published in Analytics Vidhya

·May 29, 2021

Large Scale Object Detection & Tracking with YOLOv5 Package

Only ‘pip install yolov5’ away from you… Are you having a hard time installing latest YOLO object detector in Windows/Linux? Are you getting errors during training/inference with your custom YOLOv5 models? Are you looking for a real-time object tracker with only few lines of code? Do you want to perform…

Machine Learning

3 min read

Large Scale Object Detection & Tracking with YOLOv5 Package
Large Scale Object Detection & Tracking with YOLOv5 Package

Published in Geek Culture

·May 27, 2021

Large Scale Object Detection & Tracking with YOLOv5 Package

Only 'pip install yolov5' away from you… Are you having a hard time installing latest YOLO object detector in Windows/Linux? Are you getting errors during training/inference with your custom YOLOv5 models? Are you looking for a real-time object tracker with only few lines of code? Do you want to perform…

Machine Learning

3 min read

Large Scale Object Detection & Tracking with YOLOv5 Package
Large Scale Object Detection & Tracking with YOLOv5 Package
Fatih Cagatay Akyon

Fatih Cagatay Akyon

Senior Machine Learning Engineer twitter.com/fcakyon

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