Tutorial: GAN Dissection What is learned inside a GAN? David Bau - PowerPoint PPT Presentation

Mar 20, 2024 •238 likes •306 views

Setup here: http://bit.ly/gandtut Tutorial: GAN Dissection What is learned inside a GAN? David Bau To follow along: http://bit.ly/ gandtut We will go through a Jupyter notebook. Ideal machine has git, conda, and a GPU. Setup here:

Setup here: http://bit.ly/gandtut Tutorial: GAN Dissection What is learned inside a GAN? David Bau To follow along: http://bit.ly/ gandtut We will go through a Jupyter notebook. Ideal machine has git, conda, and a GPU.
Setup here: http://bit.ly/gandtut Generative Adversarial Networks The generator learns to beat a discriminator…. Goal: make D think it’s real! Input: Discriminator D Generator G random trained to tell G’s fakes from real trained to fool D vector z
Setup here: http://bit.ly/gandtut What do we learn? In the end the generator can synthesize terrific images. But how does it work? What does it actually learn?
Setup here: http://bit.ly/gandtut Our Plan: GAN Dissection 1. Run the network Each step increases data Output: resolution, reduces depth 2. Collect activations random 3. Analyze each unit Each representation is realistic a set of channels image x Each layer is a learned nonlinear convolution height Input: random vector z depth Examine each channel What happens inside?
Setup here: http://bit.ly/gandtut You can play along. Tutorial setup… Instructions on http://bit.ly/gandtut git clone --branch tutorial https://github.com/CSAILVision/gandissect.git cd gandissect script/setup_env.sh # Create a conda environment with dependencies script/make_dirs.sh # Create the dataset and dissect directories source activate netd # Enter the conda environment pip install -v -e . # Link the local netdissect package into the env cd notebooks jupyter notebook & # Run jupyter Then run the notebook called: dissect_progan.ipynb

Recommend

Part II: Cow Eye Dissection Dissection of a Cow s Eye After the front of the eye has been

Part II: Cow Eye Dissection Dissection of a Cow s Eye After the front of the eye has been removed from the back, the internal parts can be seen. This view of the back of the eyeball, seen from inside, shows the retina as a translucent

95 views • 5 slides

Chronic Aortic Dissection Treatment of Chronic Aortic Dissection Is Evolving 40% of repairs of

4/16/2015 Chronic Aortic Dissection Treatment of Chronic Aortic Dissection Is Evolving 40% of repairs of the descending thoracic aorta have chronic dissection Chronic Aortic Dissection Previous Ascending Repairs performed in 41% New

180 views • 4 slides

Type B Dissection Sub-Categories Acute Complicated Rupture Malperfusion Title

Disclosure Nothing to disclose Type B Dissection On Whom to Operate on and When to do it Charles Eichler Professor, Department of Surgery Division of Vascular and Endovascular Surgery University of California San Francisco 4/14/2016 2 TBAD

277 views • 6 slides

Side-Channel Countermeasures Dissection and the Limits of Closed Source Security Evaluations

Introduction Countermeasures Dissection Information Extraction Attack Results Closed Source Evaluation Conclusion Side-Channel Countermeasures Dissection and the Limits of Closed Source Security Evaluations Olivier Bronchain Fran

2.22k views • 189 slides

1 A RANDOMIZED TRIAL COMPARING RADICAL HYSTERECTOMY AND PELVIC NODE DISSECTION VS SIMPLE

1 A RANDOMIZED TRIAL COMPARING RADICAL HYSTERECTOMY AND PELVIC NODE DISSECTION VS SIMPLE HYSTERECTOMY AND PELVIC NODE DISSECTION IN PATIENTS WITH LOW-RISK, EARLY- STAGE CERVICAL CANCER A Gynecologic Cancer Intergroup (GCIG) Trial led by the

430 views • 15 slides

VS SIMPLE HYSTERECTOMY AND PELVIC NODE DISSECTION IN PATIENTS WITH LOW-RISK, EARLY- STAGE

A RANDOMIZED TRIAL COMPARING RADICAL HYSTERECTOMY AND PELVIC NODE DISSECTION VS SIMPLE HYSTERECTOMY AND PELVIC NODE DISSECTION IN PATIENTS WITH LOW-RISK, EARLY- STAGE CERVICAL CANCER A Gynecologic Cancer Intergroup (GCIG) Trial led by the CCTG

410 views • 3 slides

VS SIMPLE HYSTERECTOMY AND PELVIC NODE DISSECTION IN PATIENTS WITH LOW-RISK, EARLY- STAGE

477 views • 5 slides

GAN Dissection: Visualizing and Understanding Generative Adversarial Networks David Bau, Jun-Yan

GAN Dissection: Visualizing and Understanding Generative Adversarial Networks David Bau, Jun-Yan Zhu, Hendrik Strobelt, Bolei Zhou, Joshua B. Tenenbaum, William T. Freeman, Antonio Torralba Ing. Jakub Zitn y Faculty of Information

391 views • 21 slides

Efficient Dissection of Composite Problems, with Applications to Cryptanalysis, Knapsacks, and

Efficient Dissection of Composite Problems, with Applications to Cryptanalysis, Knapsacks, and Combinatorial Search Problems Itai Dinur 1 , Orr Dunkelman 1,2 , Nathan Keller 3 and Adi Shamir 1 1 Computer Science department, The Weizmann Institute,

345 views • 33 slides

A GAMS TUTORIAL A GAMS TUTORIAL A GAMS TUTORIAL WHAT IS GAMS ? General Algebraic Modeling

A GAMS TUTORIAL A GAMS TUTORIAL A GAMS TUTORIAL WHAT IS GAMS ? General Algebraic Modeling System Modeling linear, nonlinear and mixed integer optimization problems Useful with large, complex problems A GAMS TUTORIAL A GAMS TUTORIAL

274 views • 24 slides

Unusual presentation of tension pneumoperitoneum during endo- scopic submucosal dissection of

Crit Care Shock (2019) 22:72-75 Images in clinical medicine Unusual presentation of tension pneumoperitoneum during endo- scopic submucosal dissection of early gastric tumor Phui Sze Au Yong, Gek Kim Sharon Ong Introduction aesthesia was

315 views • 4 slides

and Outcomes in Patients With Uncomplicated Type B Aortic Dissection Matthew Aizpuru BA 1 ,

Racial Differences In Patterns of Presentation and Outcomes in Patients With Uncomplicated Type B Aortic Dissection Matthew Aizpuru BA 1 , Xiaoying Lou MD 2 , Jaime Benarroch-Gampel MD 1 , William D Jordan Jr. MD 1 , Bradley G Leshnower MD 2 ,

879 views • 29 slides

Network Dissection: Quantifying Interpretability of Deep Visual Representations By David Bau,

Network Dissection: Quantifying Interpretability of Deep Visual Representations By David Bau, Bolei Zhou, Aditya Khosla, Aude Oliva, Antonio Torralba CS 381V Thomas Crosley and Wonjoon Goo Detectors Credit: slide from the original paper Unit

1.39k views • 39 slides

This tutorial is part of an upcoming publication on knifemaking. Please visit

This tutorial teaches you how to make a narrow tang knife. ABS Matersmith, Kevin Harvey, created both the knife and the tutorial to promote the 2019 Non -guild Members Competition of the Knifemakers Guild of Southern Africa. This tutorial

2.01k views • 151 slides

Artery Dissection Diagnosis and Treatment in an Era of Uncertainty James C. Iannuzzi MD, MPH,

4/4/2019 Spontaneous Visceral Artery Dissection Diagnosis and Treatment in an Era of Uncertainty James C. Iannuzzi MD, MPH, RPVI Assistant Professor of Surgery Division of Endovascular and Vascular Surgery Department of Surgery University of

502 views • 29 slides

Canadian Spontaneous Coronary Artery Dissection Cohort Study Jacqueline Saw, MD, Andrew

Canadian Spontaneous Coronary Artery Dissection Cohort Study Jacqueline Saw, MD, Andrew Starovoytov, MD, Karin Humphries, DSc, Tej Sheth, MD, Derek So, MD, Kunal Minhas, MD, Neil Brass, MD, Andrea Lavoie, MD, Helen Bishop, MD, Shahar Lavi, MD,

246 views • 23 slides

Lab #5 4-Cylinder Single Overhead Cam Engine Dissection Equipment: 4-Cylinder Mazda 16 Valve

Engr 3 Mission College Faculty: Kate Disney TA: Andrew Dina Lab #5 4-Cylinder Single Overhead Cam Engine Dissection Equipment: 4-Cylinder Mazda 16 Valve SOHC 92 (Manual Transmission) Ratchet with 2 and 12 extensions 17 mm socket

456 views • 20 slides

Comp 1402 Winter 2008 Tutorial #1 Tutorial 1 The objectives of this tutorial will be:

Comp 1402 Winter 2008 Tutorial #1 Tutorial 1 The objectives of this tutorial will be: Create and access your Linux account. Become familiar with the Linux terminal. Become familiar with the vi text editor. Compile a

264 views • 8 slides

Acute Aortic Dissection: Lessons Learned from 9000 Patients Kim A. Eagle, M.D. On Behalf of the

Acute Aortic Dissection: Lessons Learned from 9000 Patients Kim A. Eagle, M.D. On Behalf of the IRAD Investigators Kim A. Eagle, Christoph A. Nienaber, Santi Trimarchi, Himanshu J. Patel, Thomas G. Gleason, Daniel G. Montgomery, Reed E.

238 views • 21 slides

Aortic Syndromes Aortic Aneurysm Aortic Dissection Intramural Hematoma (IMH)

6/10/2013 Current Trends in Aortic Syndromes Aortic Syndromes Torin P. Fitton, MD Division of Cardiothoracic Surgery Lahey Clinic NO DISCLOSURES Aortic Syndromes Aortic Aneurysm Aortic Dissection Intramural Hematoma (IMH)

409 views • 25 slides

Completion Axillary Lymph Node Dissection Is Not Required for Regional Control in Patients With

Completion Axillary Lymph Node Dissection Is Not Required for Regional Control in Patients With Breast Cancer Who Have Micrometastasis in a Sentinel Node Anna Kaminski MD, Sara Yegiyants MD, J. Michael Guenther MD, L. Andrew DiFronzo MD

197 views • 15 slides

Genetic dissection of Natural Dry-On-Vine trait in grapevine Jonathan Fresnedo Ramrez

Genetic dissection of Natural Dry-On-Vine trait in grapevine Jonathan Fresnedo Ramrez Department of Horticulture and Crop Science July 2018 XII International Conference On Grapevine Breeding And Genetics Raisins, a little of context

618 views • 15 slides

Slides by Nolan Dey Motivation Neural networks are often treated as a black box Network

Slides by Nolan Dey Motivation Neural networks are often treated as a black box Network dissection attempts to describe what features individual neurons are focusing on Network Dissection 1. Identify a broad set of human-labeled visual

562 views • 13 slides

Local Statistical Filtering via Domain Dissection for Medical Imaging GTC 2016 San Jose, CA,

Local Statistical Filtering via Domain Dissection for Medical Imaging GTC 2016 San Jose, CA, USA Alexandros-Stavros Iliopoulos 1 Dimitris Floros 2 Nikos Pitsianis 2 , 1 Xiaobai Sun 1 Fang-Fang Yin 3 Lei Ren 3 1 Department of Computer Science,

1.23k views • 54 slides