Deep Learning Vision


Object Detection

2013

Title Date Paper Code
Selective Search for Object Recognition 11 Mar 2013 paper None
Rich feature hierarchies for accurate object detection and semantic segmentation 1 Nov 2013 arxiv None

2014

Title Date Paper Code
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition 18 Jun 2014 paper matlab

2015

Title Date Paper Code
Fast R-CNN 30 Apr 2015 arxiv matlab
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks 4 Jun 2015 arxiv matlab python
You Only Look Once: Unified, Real-Time Object Detection 8 Jun 2015 arxiv C++
SSD: Single Shot MultiBox Detector 8 Dec 2015 arxiv caffe

2016

Title Date Paper Code
R-FCN: Object Detection via Region-based Fully Convolutional Networks 20 May 2016 arxiv matlab caffe
PVANET: Deep but Lightweight Neural Networks for Real-time Object Detection 23 Nov 2016 arxiv python
Speed/accuracy trade-offs for modern convolutional object detectors 30 Nov 2016 arxiv None
Feature Pyramid Networks for Object Detection 9 Dec 2016 arxiv caffe2
Beyond Skip Connections: Top-Down Modulation for Object Detection 20 Dec 2016 arxiv C++
YOLO9000: Better, Faster, Stronger 25 Dec 2016 arxiv C++