Lecture 9: CNN Architectures
[4096] FC6: 4096 neurons [4096] FC7: 4096 neurons [1000] FC8: 1000 neurons (class scores) Details/Retrospectives: - first use of ReLU - used Norm layers (not common anymore) - heavy data augmentation - dropout 0.5 - batch size 128 - SGD Momentum 0.9 - Learning rate 1e-2, reduced by 10 manually when val accuracy plateaus - L2 weight decay 5e-4
Download Lecture 9: CNN Architectures
Information
Domain:
Source:
Link to this page:
Documents from same domain
NaveenAppiah SagarVare - Stanford University
cs231n.stanford.eduNaveenAppiah Mechanical Engineering nappiahb@stanford.edu SagarVare Stanford ICME svare@stanford.edu ... the popular mobile game - Flappy Bird. It involves navi-gating a bird through a bunch of obstacles. Though, this ... the game emulator and learns to make good decisions over time. It is this simple learning framework and their
Fei-Fei Li & Justin Johnson & Serena Yeung Lecture 2 ...
cs231n.stanford.eduFei-Fei Li & Justin Johnson & Serena Yeung Lecture 2 - April 6, 2017 Administrative: Piazza For questions about midterm, poster session, projects,
Attention and Transformers Lecture 11
cs231n.stanford.edugraph with shared weights h 0 f W h 1 f W h 2 f W h 3 x 3 y T ... Extract spatial features from a pretrained CNN Image Captioning using spatial features 11 CNN Features: H x W x D h 0 [START] Xu et al, “Show, Attend and Tell: Neural Image Caption Generation with Visual Attention”, ICML 2015 z 0,0 z 0,1 z 0,2 z 1,0 z 1,1 z 1,2 z 2,0 z 2,1 z ...
CNNs for Face Detection and Recognition
cs231n.stanford.edudevelopment of object classification, localization and detec-tion techniques. 2.1. Sliding Window In the early development of face detection, researchers tended to treat it as a repetitive task of object classifica-tion, by imposing sliding windows and performing object classification with the neural networks on the window re-gion.
Vector, Matrix, and Tensor Derivatives
cs231n.stanford.eduErik Learned-Miller The purpose of this document is to help you learn to take derivatives of vectors, matrices, and higher order tensors (arrays with three dimensions or more), and to help you take ... At this point, we have reduced the original matrix equation (Equation 1) …
Lecture 14: Reinforcement Learning
cs231n.stanford.eduFei-Fei Li & Justin Johnson & Serena Yeung Lecture 14 - May 23, 2017 Markov Decision Process 19 - Mathematical formulation of the RL problem - Markov property: Current state completely characterises the state of the
Convolutional Neural Networks for Visual Recognition
cs231n.stanford.eduProgressive GAN, Karras 2018. Models from Single RGB Images”, ECCV 2018 Beyond recognition: Segmentation, 2D/3D Generation. Fei-Fei Li, Ranjay Krishna, Danfei Xu Lecture 1 - 15 March 30, 2021 Scene Graphs Krishna et al., Visual Genome: Connecting Vision and Language using Crowdsourced Image Annotations, IJCV 2017
Lecture 11: Detection and Segmentation
cs231n.stanford.eduFei-Fei Li & Justin Johnson & Serena Yeung Lecture 11 - 1 May 10, 2017 Lecture 11: Detection and Segmentation
Lecture 13: Generative Models
cs231n.stanford.eduFei-Fei Li & Justin Johnson & Serena Yeung Lecture 13 - May 18, 2017 Generative Models 17 Training data ~ p data (x) Generated samples ~ p model (x) Want to learn p
Lecture 10: Recurrent Neural Networks
cs231n.stanford.eduimage -> sequence of words. Fei-Fei Li & Justin Johnson & Serena Yeung Lecture 10 - 13 May 4, 2017 Recurrent Neural Networks: Process Sequences e.g. Sentiment Classification sequence of words -> sentiment. Fei-Fei Li & Justin Johnson & Serena Yeung Lecture 10 - 14 May 4, 2017
Related documents
EL CEREBRO: DE LA ESTRUCTURA Y LA FUNCIÓN A LA ...
www.scielo.org.co102S Revista Colombiana de Psiquiatría, Suplemento No. 1, Vol. XXXIII, 2004 EL CEREBRO: DE LA ESTRUCTURA Y LA FUNCIÓN A LA PSICOPATOLOGÍA Primera parte: Bloques funcionales
2021 ALZHEIMER’S DISEASE FACTS AND FIGURES
www.alz.org(plaques) outside neurons in the brain and twisted strands of the protein tau (tangles) inside neurons. These changes are accompanied by the death of neurons and damage to brain tissue. Alzheimer's is a slowly progressive brain disease that begins many years before symptoms emerge. Cerebrovascular disease
THE RESPIRATORY SYSTEM - University of Cincinnati
www.uc.edubrain: neurons take the signal from the nasal cavities through openings in the ethmoid bone, and then to the olfactory bulbs. The signal then travels from the olfactory bulbs, along cranial nerve 1, to the olfactory area of the cerebral cortex. The respiratory system, in close