Awesome-Object-Detection

object detection records

API

• Tensorflow Tensorflow API for object detection
• Soft-NMS Soft-Nms that used to post-process object detection

Image Augmentation

• imgaug This python library helps you with augmenting images for your machine learning projects
• Augmentor Augmentor is an image augmentation library in Python for machine learning.
• Image Augmentor A simple data augmentation tool for image files, intended for use with machine learning data sets.
• Image Augmentation Generating additional data for unbalanced classes by jittering the original image.
• Data Augmentation Base class for applying common real-time data augmentation

Image Deduplication

• Hash C++ Perception hash
• Image-deduplication-tool Python simple tool to detect (and get rid of) similar images using perceptual hashing
• Imgdup Visual similarity image finder and cleaner (image deduplication tool).

BackBone

• FPN Feature Pyramid Networks for Object Detection
• DetNet DetNet: A Backbone network for Object Detection
• MegDet MegDet: A Large Mini-Batch Object Detector

One stage

• Yolov1 You Only Look Once: Unified, Real-Time Object Detection darknet caffe
• Yolov2 YOLO9000:Better, Faster, Stronger tensorflow pytorch caffe
• Yolov3 YOLOv3: An Incremental Improvement pytorch keras
• Yolov4 YOLOv4: Optimal Speed and Accuracy of Object Detection pytorch tensorflow
• Yolov5 pytorch
• SSD SSD: Single Shot MultiBox Detector caffe tensorflow
• DSSD DSSD : Deconvolutional Single Shot Detector caffe
• RFB-SSD Receptive Field Block Net for Accurate and Fast Object Detection pytorch
• DES Single-Shot Object Detection with Enriched Semantics
• STDN Scale-Transferrable Object Detection pytorch
• RetinaNet Focal Loss for Dense Object Detection caffe tensorflow
• RefineDet Single-Shot Refinement Neural Network for Object Detection caffe
• CornerNet CornerNet: Detecting Objects as Paired Keypoints tensorflow
• FCOS Fully Convolutional One-Stage Object Detection pytorch
• ExtremeNet Bottom-up Object Detection by Grouping Extreme and Center Points pytorch
• M2det M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network pytorch
• CornerNet-Lite CornerNet-Lite: Efficient Keypoint Based Object Detection pytorch
• Scratchdet ScratchDet: Training Single-Shot Object Detectors From Scratch pytorch

Two stage

• RCNN Rich feature hierarchies for accurate object detection and semantic segmentation caffe
• Fast RCNN Fast RCNN caffe
• Faster RCNN Towards Real-Time Object Detection with Region Proposal Networks caffe tensorflow pytorch
• Mask RCNN Mask RCNN keras caffe2 tensorflow pytorch
• R-FCN R-FCN: Object Detection via Region-based Fully Convolutional Networks caffe tensorflow pytorch
• Light Head RCNN Light-Head R-CNN: In Defense of Two-Stage Object Detector tensorflow pytorch
• Cascade RCNN Cascade R-CNN: Delving into High Quality Object Detection caffe
• PANet Path Aggregation Network for Instance Segmentation pytorch
• Mask Scoring R-CNN Mask Scoring R-CNN pytorch
• TridentNet TridentNet：Scale-Aware Trident Networks for Object Detection mxnet
• Cascade R-CNN Cascade R-CNN：High Quality Object Detection and Instance Segmentation pytorch
• KL-LOSS Bounding Box Regression with Uncertainty for Accurate Object Detection caffe2
• Libra-RCNN Libra R-CNN: Towards Balanced Learning for Object Detection pytorch
• Grid-RCNN Grid R-CNN pytorch
• CBNet CBNet: A Novel Composite Backbone Network Architecture for Object Detection pytorch
• TSD 1st Place Solutions for OpenImage2019 - Object Detection and Instance Segmentation pytorch
• DetectoRS DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution pytorch
• EfficientDet EfficientDet: Scalable and Efficient Object Detection tensorflow pytorch
• D2Det D2Det: Towards High Quality Object Detection and Instance Segmentation pytorch

Recent Papers

• PrROI Acquisition of Localization confidence for accurate object detection ECCV2018
• FreeAnchor FreeAnchor: Learning to Match Anchors for Visual Object Detection pytorch NIPS2019
• CBNet CBNet: A Novel Composite Backbone Network Architecture for Object Detection caffe2
• CenterNet CenterNet: Keypoint Triplets for Object Detection pytorch