R-CNN

a presentation on R-CNN (2013) paper https://arxiv.org/abs/1311.2524

1. LBSCE KASARAGOD
R-CNN
Mohamed Rashid

2. R-CNN @rashivkp
INTRODUCTION

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COMPUTER VISION TASK

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DATASETS
ILSVRC2013

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OVERVIEW

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REGION
PROPOSAL

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REGION PROPOSAL
SELECTIVE SEARCH

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REGION PROPOSAL SELECTIVE SEARCH

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FEATURE
EXTRACTION

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SOME BASICSCNN

12. SOME BASICSTRANSFER LEARNING
R-CNN @rashivkp

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FEATURE EXTRACTIONARCHITECTURE

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REGION
CLASSIFICATION

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REGION CLASSIFICATION
LINEAR SVM

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COMPARISON

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R-CNN https://arxiv.org/abs/1311.2524
Fast R-CNN https://arxiv.org/abs/1504.08083
Faster R-CNN https://arxiv.org/abs/1506.01497
A Beginner's Guide To Understanding Convolutional Neural Networks
https://adeshpande3.github.io/adeshpande3.github.io/A-Beginner's-Guide-To-Understanding-Convolutional-Neural-
Networks/
https://cs.stackexchange.com/questions/51387/what-is-the-difference-between-object-detection-semantic-segmentation-
and-local
http://fastml.com/what-you-wanted-to-know-about-mean-average-precision/
RCNN Implementation
https://github.com/rbgirshick/rcnn
Selective Search
https://www.koen.me/research/selectivesearch/
Bounding Box Regression
https://www.quora.com/Convolutional-Neural-Networks-What-are-bounding-box-regressors-doing-in-Fast-RCNN
https://cs231n.github.io/transfer-learning/
Feature Extraction from Convolutional Neural Network (CNN) and use this feature to other classification algorithm
https://stackoverflow.com/questions/38940192/feature-extraction-from-convolutional-neural-network-cnn-and-use-this-
feature#38954700
SVM
https://en.wikipedia.org/wiki/Support_vector_machine
REFERENCE

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THANK YOU