Dataset distillation on MNIST and CIFAR10

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60K images 10 images distill 50K images 94% accuracy 54% accuracy train 100 images Fixed init 100 images encoding domain difference 85% MNIST accuracy 300 attack images distill train train train Fixed init 52% MNIST accuracy Trained for SVHN distill 60K images 50K images distill Trained for CIFAR10 82% accuracy on class “plane” Attacked Model 7% accuracy on class “plane” 73K images Dataset distillation on MNIST and CIFAR10 Dataset distillation can quickly fine-tune pre-trained networks on new datasets Dataset distillation can maliciously attack classifier networks 13% accuracy 9% accuracy

Transcript of Dataset distillation on MNIST and CIFAR10

Page 1: Dataset distillation on MNIST and CIFAR10

60K images 10 images

distill

50K images

94% accuracy

54% accuracy

train

100 images

Fixed init

100 imagesencoding domain difference

85% MNISTaccuracy

300 attack images

distill train

train

train

Fixed init

52% MNIST accuracy

Trained for SVHN

distill

60K images

50K images

distill Trained for CIFAR10

82% accuracyon class “plane”

Attacked Model

7% accuracyon class “plane”

73K images

Dataset distillation on MNIST and CIFAR10

Dataset distillation can quickly fine-tune pre-trained networks on new datasets

Dataset distillation can maliciously attack classifier networks

13% accuracy

9% accuracy

HUAWEI CLOUD Hands-on lab · The following provides content of the Mnist-Data-Set dataset..gz is the compressed package. o t10k -images idx3 ubyte: validation set, which contains

HUAWEI CLOUD Hands-on lab · The following provides content of the Mnist-Data-Set dataset..gz is the compressed package. o t10k -images idx3 ubyte: validation set, which contains

Hydro-distillation and steam distillation from aromatic plants

Hydro-distillation and steam distillation from aromatic plants

molecular distillation and packed columm distillation

molecular distillation and packed columm distillation

DISTILLATION SYSTEM Condensation Heat Distillation ...

DISTILLATION SYSTEM Condensation Heat Distillation ...

DISTILLATION 1. Distillation Simple laboratory distillation Industrial distillation Fermentation and distillation 2.

DISTILLATION 1. Distillation Simple laboratory distillation Industrial distillation Fermentation and distillation 2.

Spectrally-normalized margin bounds for neural …0 cifar cifar random mnist (a)mnist iseasierthancifar10. 0 cifar cifar random mnist random (b)Randommnist isashardasrandomcifar10!

Spectrally-normalized margin bounds for neural …0 cifar cifar random mnist (a)mnist iseasierthancifar10. 0 cifar cifar random mnist random (b)Randommnist isashardasrandomcifar10!

Worksheets · $ cl cat exp2/stdout Manage runs: $ cl kill exp2; cl rm exp2 Run an entire pipeline with a di erent dataset or newer version of your code: $ cl mimic mnist exp2 cifar

Worksheets · $ cl cat exp2/stdout Manage runs: $ cl kill exp2; cl rm exp2 Run an entire pipeline with a di erent dataset or newer version of your code: $ cl mimic mnist exp2 cifar

MNIST and machine learning - presentation

MNIST and machine learning - presentation

Fouling in Membrane Distillation, Osmotic Distillation and Osmotic …CC.pdf · 2017. 9. 19. · applied sciences Review Fouling in Membrane Distillation, Osmotic Distillation and

Fouling in Membrane Distillation, Osmotic Distillation and Osmotic …CC.pdf · 2017. 9. 19. · applied sciences Review Fouling in Membrane Distillation, Osmotic Distillation and

Ethanol plant,Distillation column,Solvent Distillation

Ethanol plant,Distillation column,Solvent Distillation

Towards E cient Methods for Training Robust Deep Neural ...e ciency of Adversarial raining,T reducing the state-of-the-art robust training time on the MNIST dataset by 26 , from 4

Towards E cient Methods for Training Robust Deep Neural ...e ciency of Adversarial raining,T reducing the state-of-the-art robust training time on the MNIST dataset by 26 , from 4

Adversarial Detection and Correction by Matching ... · or SLIDE on MNIST and Fashion-MNIST, and remains very effective on CIFAR-10 when the attack is granted full access to the classification

Adversarial Detection and Correction by Matching ... · or SLIDE on MNIST and Fashion-MNIST, and remains very effective on CIFAR-10 when the attack is granted full access to the classification

K -MNIST: A NEW HANDWRITTEN DIGITS DATASET ...- AUGUST 6, 2019 Figure 1: Usage of the Kannada numerals on vehicular license plates These will be leveraged during our dataset curation

K -MNIST: A NEW HANDWRITTEN DIGITS DATASET ...- AUGUST 6, 2019 Figure 1: Usage of the Kannada numerals on vehicular license plates These will be leveraged during our dataset curation

DEEP LEARNING WITH DIFFERENTIAL PRIVACY * Open AI · Our Datasets: “Fruit Flies of Machine Learning” MNIST dataset: 70,000 images 28⨉28 pixels each CIFAR-10 dataset: 60,000

DEEP LEARNING WITH DIFFERENTIAL PRIVACY * Open AI · Our Datasets: “Fruit Flies of Machine Learning” MNIST dataset: 70,000 images 28⨉28 pixels each CIFAR-10 dataset: 60,000

Cold Case: the Lost MNIST Digits - arXivCold Case: the Lost MNIST Digits Chhavi Yadav New York University New York, NY chhavi@nyu.edu Léon Bottou Facebook AI Research and New York

Cold Case: the Lost MNIST Digits - arXivCold Case: the Lost MNIST Digits Chhavi Yadav New York University New York, NY [email protected] Léon Bottou Facebook AI Research and New York

arXiv:2002.01180v3 [stat.ML] 23 Jun 2020Gen-RKM Robust Gen-RKM Figure 3: Illustration of robust denoising on the MNIST dataset. 20 % of the training data is contaminated with noise.

arXiv:2002.01180v3 [stat.ML] 23 Jun 2020Gen-RKM Robust Gen-RKM Figure 3: Illustration of robust denoising on the MNIST dataset. 20 % of the training data is contaminated with noise.

 · Web viewالتقطير البسيط simple Distillation التقطير التجزيئي fractional Distillation التقطير البخاري steam Distillation التقطير

 · Web viewالتقطير البسيط simple Distillation التقطير التجزيئي fractional Distillation التقطير البخاري steam Distillation التقطير

Beer-Distillation - Brewing and Distillation With Practical

Beer-Distillation - Brewing and Distillation With Practical

Bogdan Maleta : Distillation column, Solvent Distillation

Bogdan Maleta : Distillation column, Solvent Distillation

Distillation trays efficiency,Fractional distillation column

Distillation trays efficiency,Fractional distillation column