Object Detection


Object detection is a computer technology related to computer vision and image processing that deals with detecting instances of semantic objects of a certain class (such as humans, buildings, or cars) in digital images and videos.

Overview

Deep Learning for Object Detection: A Comprehensive Review
A closer look at Tensorflow’s object detection models: Faster R-CNN, R-FCN, and SSD.
object-detection convolutional-neural-networks rcnn computer-vision
An Intuitive Guide to Deep Network Architectures
Intuition behind base network architectures like MobileNets, Inception, and ResNet.
object-detection image-classification transfer-learning computer-vision
Object Detection for Dummies
We will go through several basic concepts, algorithms, and popular deep learning models for image processing and object detection.
object-detection image-processing convolutional-neural-networks yolo

Tutorials

Tensorflow2 Object Detection Tutorial
In this tutorial, we will be going step by step the complete training process of Tensorflow2 Object Detection.
object-detection computer-vision tensorflow tensorflow-lite
Object Detection with RetinaNet
Implementing RetinaNet: Focal Loss for Dense Object Detection.
object-detection retinanet keras tensorflow
U^2-Net
The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."
object-detection salient-object-detection unet computer-vision
Training a pets detector model with TFOD API (TF 2)
In this notebook, we will be training a custom object detection model using the latest TensorFlow Object Detection (TFOD) API which is based on TensorFlow ...
computer-vision deep-learning object-detection notebook
YOLOv4 With TensorFlow
YOLOv4, YOLOv4-tiny, YOLOv3, YOLOv3-tiny Implemented in Tensorflow 2.0, Android. Convert YOLO v4 .weights tensorflow, tensorrt and tflite.
object-detection yolo yolov4 yolov4-tiny

Libraries

General
Detectron2
FAIR's next-generation platform for object detection and segmentation.
object-detection detectron detectron2 pytorch
IceVision: Agnostic Object Detection Framework
- End-to-End Object Detection Framework - Supports Fastai and Lightning with more to come - Unified Data API (Annotation Parsers) - Datasets Hub - ...
object-detection computer-vision fastai pytorch-lightning
TensorFlow 2 meets the Object Detection API
TF Object Detection API (OD API) officially supports TensorFlow 2!
object-detection tensorflow computer-vision library
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