Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature...

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Introduction to CAFFE A Deep Learning Framework Tassadaq Hussain Riphah International University Barcelona Supercomputing Center UCERD Pvt Ltd

Transcript of Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature...

Page 1: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

Introduction to CAFFEA Deep Learning Framework

Tassadaq Hussain Riphah International University

Barcelona Supercomputing CenterUCERD Pvt Ltd

Page 2: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

Hardware Support

Page 3: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

DL Framework

Page 4: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

CAFFE: Convolution Architecture For Feature Extraction

● Open framework, models, and examples for deep learning● 600+ citations, 100+ contributors, 7,000+ stars, 4,000+

forks● Focus on vision, but branching out● Pure C++ / CUDA architecture for deep learning● Command line, Python, MATLAB interfaces● Fast, well-tested code● Tools, reference models, demos, and recipes● Seamless switch between CPU and GPU

Page 5: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

What does Caffe offer

● model definitions● optimization settings● pre-trained weights● so you can start right away.

Page 6: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

● Blob: Stores data and derivatives● Layer: Transforms bottom blobs to top blobs● Net: Many layers; computes gradients via Forward / Backward● Solver: Uses gradients to update weights

Page 7: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,
Page 8: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,
Page 9: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,
Page 10: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

● import numpy as np● import matplotlib.pyplot as plt● from PIL import Image● import caffe● caffe.set_mode_cpu()● caffe.set_device(0)● caffe.set_mode_gpu()

Page 11: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

name: "convolution"

input: "data"

input_dim: 1

input_dim: 1

input_dim: 100

input_dim: 100

layer {

name: "conv"

type: "Convolution"

bottom: "data"

top: "conv"

convolution_param {

num_output: 3

kernel_size: 5

stride: 1

weight_filler {

type: "gaussian"

std: 0.01

}

bias_filler {

type: "constant"

value: 0

}

}

}

Page 12: Introduction to CAFFE A Deep Learning Framework€¦ · CAFFE: Convolution Architecture For Feature Extraction Open framework, models, and examples for deep learning 600+ citations,

● net = caffe.Net('conv.prototxt', caffe.TEST)


Deep Learning with Framework

Deep Learning with Framework

Caffe - A deep learning framework (Ramin Fahimi)

Caffe - A deep learning framework (Ramin Fahimi)

Caffe & Bevande

Caffe & Bevande

BIL 722 : Deep Learning For Computer Vision Caffe Tutorialaykut/classes/spring2016/bil722/... · BIL 722 : Deep Learning For Computer Vision Caffe Tutorial Çağdaş BAK

BIL 722 : Deep Learning For Computer Vision Caffe Tutorialaykut/classes/spring2016/bil722/... · BIL 722 : Deep Learning For Computer Vision Caffe Tutorial Çağdaş BAK

Intrapapillary capillary loop classification in …...GPU and Caffe 1.0 as deep learning framework, the infer ence time per-frame is 7 . 6ms [6 . 4ms, 9 . 9ms], enabling the algorithmfordeploymentasareal-timeendoscopysolution.

Intrapapillary capillary loop classification in …...GPU and Caffe 1.0 as deep learning framework, the infer ence time per-frame is 7 . 6ms [6 . 4ms, 9 . 9ms], enabling the algorithmfordeploymentasareal-timeendoscopysolution.

Locating in Supermalls with SSD - Press 2019/IEMB14.pdfalgorithm built on the deep learning framework Caffe. Through Python programming, it can achieve the goal of identifying the

Locating in Supermalls with SSD - Press 2019/IEMB14.pdfalgorithm built on the deep learning framework Caffe. Through Python programming, it can achieve the goal of identifying the

Modeling Images, Videos and Text Using the Caffe Deep Learning Library, part 2 (by Kate Saenko)

Modeling Images, Videos and Text Using the Caffe Deep Learning Library, part 2 (by Kate Saenko)

DeepLearningKit - an Open Source Deep Learning Framework for … · 2017-10-15 · Learning models (e.g. Caffe, Torch, Theano, DeepLearning4J, PyLearn and Nervana) were working on

DeepLearningKit - an Open Source Deep Learning Framework for … · 2017-10-15 · Learning models (e.g. Caffe, Torch, Theano, DeepLearning4J, PyLearn and Nervana) were working on

Deep Learning Inference on PowerEdge R7425 · 2019-09-17 · Deep Learning Inference on PowerEdge R7425 ... frameworks such as TensorFlow, Caffe, PyTorch, MXNet, etc. ... 4.2 Test

Deep Learning Inference on PowerEdge R7425 · 2019-09-17 · Deep Learning Inference on PowerEdge R7425 ... frameworks such as TensorFlow, Caffe, PyTorch, MXNet, etc. ... 4.2 Test

Deep Dive Flex Framework

Deep Dive Flex Framework

Caffe Paper

Caffe Paper

Fifth-Generation CEVA Imaging & Vision Silicon IP · CEVA Deep Neural Network (CDNN2) 2nd gen SW framework support Caffe and TensorFlow Frameworks Various networks* All network topologies

Fifth-Generation CEVA Imaging & Vision Silicon IP · CEVA Deep Neural Network (CDNN2) 2nd gen SW framework support Caffe and TensorFlow Frameworks Various networks* All network topologies

DIY Deep Learning for Vision- a Hands-On Tutorial With Caffe

DIY Deep Learning for Vision- a Hands-On Tutorial With Caffe

A Probabilistic Framework for Deep Learning - …papers.nips.cc/paper/6231-a-probabilistic-framework-for-deep... · We develop a probabilistic framework for deep learning based on

A Probabilistic Framework for Deep Learning - …papers.nips.cc/paper/6231-a-probabilistic-framework-for-deep... · We develop a probabilistic framework for deep learning based on

CAFFE LAVAZZA - Eataly · CAFFE CORRETTO 8 LA VIA DEL TE TEA 4 Ask about today’s selection. CAFFE LAVAZZA CAFFE LAVAZZA CAFFE LAVAZZA CAFFE LAVAZZA H O U S EM A D E H O U S EM A

CAFFE LAVAZZA - Eataly · CAFFE CORRETTO 8 LA VIA DEL TE TEA 4 Ask about today’s selection. CAFFE LAVAZZA CAFFE LAVAZZA CAFFE LAVAZZA CAFFE LAVAZZA H O U S EM A D E H O U S EM A

Caffe Tutorial - Carnegie Mellon Computer Graphicsgraphics.cs.cmu.edu/.../slides/caffe_tutorial.pdfBrewing Deep Networks With Caffe ROHIT GIRDHAR CAFFE TUTORIAL Many slides from Xinlei

Caffe Tutorial - Carnegie Mellon Computer Graphicsgraphics.cs.cmu.edu/.../slides/caffe_tutorial.pdfBrewing Deep Networks With Caffe ROHIT GIRDHAR CAFFE TUTORIAL Many slides from Xinlei

Introduction to Deep Learning and Software · ... (deep) neural network ... Caffe Neural Networks C++, Python ... database) is a large database of handwritten digits that is commonly

Introduction to Deep Learning and Software · ... (deep) neural network ... Caffe Neural Networks C++, Python ... database) is a large database of handwritten digits that is commonly

Deep Water - Bringing Tensorflow, Caffe, Mxnet to H2O

Deep Water - Bringing Tensorflow, Caffe, Mxnet to H2O

Abstractions and Frameworks for Deep Learning: a ... · 23 / 28 − Rémi Emonet − Abstractions and Frameworks for Deep Learning: a Discussion − Caffe, Torch, Theano, TensorFlow,

Abstractions and Frameworks for Deep Learning: a ... · 23 / 28 − Rémi Emonet − Abstractions and Frameworks for Deep Learning: a Discussion − Caffe, Torch, Theano, TensorFlow,

Deep Learning on FPGAs - The Atrium€¦ · Deep Neural Network AlexNet (CNN) C++ CUDA OpenCL ´catµ Selects Task Defines Network Selects Accelerator FPGA Caffe GPP Optimizations

Deep Learning on FPGAs - The Atrium€¦ · Deep Neural Network AlexNet (CNN) C++ CUDA OpenCL ´catµ Selects Task Defines Network Selects Accelerator FPGA Caffe GPP Optimizations