Deep Learning Vision

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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++