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fastai: A Layered API for Deep Learning
v1v2 (latest)

fastai: A Layered API for Deep Learning

11 February 2020
Jeremy Howard
Sylvain Gugger
    AI4CE
ArXiv (abs)PDFHTML

Papers citing "fastai: A Layered API for Deep Learning"

50 / 181 papers shown
Title
Cov3d: Detection of the presence and severity of COVID-19 from CT scans
  using 3D ResNets
Cov3d: Detection of the presence and severity of COVID-19 from CT scans using 3D ResNets
R. Turnbull
76
8
0
05 Jul 2022
FasterAI: A Lightweight Library for Creating Sparse Neural Networks
FasterAI: A Lightweight Library for Creating Sparse Neural Networks
Nathan Hubens
36
0
0
03 Jul 2022
Learning to Estimate Shapley Values with Vision Transformers
Learning to Estimate Shapley Values with Vision Transformers
Ian Covert
Chanwoo Kim
Su-In Lee
FAtt
129
46
0
10 Jun 2022
MCD: Marginal Contrastive Discrimination for conditional density
  estimation
MCD: Marginal Contrastive Discrimination for conditional density estimation
Benjamin Riu
63
0
0
03 Jun 2022
Automatic Bounding Box Annotation with Small Training Data Sets for
  Industrial Manufacturing
Automatic Bounding Box Annotation with Small Training Data Sets for Industrial Manufacturing
Manuela Geiß
R. Wagner
Martin Baresch
Josef Steiner
Michaela Zwick
ObjD
139
8
0
01 Jun 2022
SHREC 2022: pothole and crack detection in the road pavement using
  images and RGB-D data
SHREC 2022: pothole and crack detection in the road pavement using images and RGB-D data
E. M. Thompson
A. Ranieri
S. Biasotti
Miguel Chicchon
I. Sipiran
Minh Pham
Thang-Long Nguyen-Ho
Hai-Dang Nguyen
M. Tran
141
29
0
26 May 2022
E-Scooter Rider Detection and Classification in Dense Urban Environments
E-Scooter Rider Detection and Classification in Dense Urban Environments
Shane Gilroy
D. Mullins
Edward Jones
Ashkan Parsi
M. Glavin
107
21
0
20 May 2022
Semi-Supervised Learning for Image Classification using Compact Networks
  in the BioMedical Context
Semi-Supervised Learning for Image Classification using Compact Networks in the BioMedical Context
Adrián Inés
Andrés Díaz-Pinto
C. Domínguez
Jónathan Heras
Eloy J. Mata
Vico Pascual
68
1
0
19 May 2022
Optimize_Prime@DravidianLangTech-ACL2022: Abusive Comment Detection in
  Tamil
Optimize_Prime@DravidianLangTech-ACL2022: Abusive Comment Detection in Tamil
Shantanu Patankar
Omkar Gokhale
Onkar Litake
Aditya Mandke
Dipali M. Kadam
68
7
0
19 Apr 2022
Optimize_Prime@DravidianLangTech-ACL2022: Emotion Analysis in Tamil
Optimize_Prime@DravidianLangTech-ACL2022: Emotion Analysis in Tamil
Omkar Gokhale
Shantanu Patankar
Onkar Litake
Aditya Mandke
Dipali M. Kadam
67
1
0
19 Apr 2022
Improve Convolutional Neural Network Pruning by Maximizing Filter
  Variety
Improve Convolutional Neural Network Pruning by Maximizing Filter Variety
Nathan Hubens
M. Mancas
B. Gosselin
Marius Preda
T. Zaharia
101
2
0
11 Mar 2022
Identifying the root cause of cable network problems with machine
  learning
Identifying the root cause of cable network problems with machine learning
G. Heiler
Thassilo Gadermaier
Thomas Haider
Allan Hanbury
Peter Filzmoser
73
3
0
09 Mar 2022
The Familiarity Hypothesis: Explaining the Behavior of Deep Open Set
  Methods
The Familiarity Hypothesis: Explaining the Behavior of Deep Open Set Methods
Thomas G. Dietterich
Alexander Guyer
226
42
0
04 Mar 2022
Geometric Regularization from Overparameterization
Geometric Regularization from Overparameterization
Nicholas J. Teague
86
1
0
18 Feb 2022
Pan-tumor CAnine cuTaneous Cancer Histology (CATCH) dataset
Pan-tumor CAnine cuTaneous Cancer Histology (CATCH) dataset
Frauke Wilm
Marco Fragoso
Christian Marzahl
Jingna Qiu
C. Puget
...
C. Bertram
R. Klopfleisch
Andreas Maier
Katharina Breininger
Marc Aubreville
MedIm
78
18
0
27 Jan 2022
Text Classification Models for Form Entity Linking
Text Classification Models for Form Entity Linking
M. Villota
C. Domínguez
Jónathan Heras
Eloy J. Mata
Vico Pascual
MedIm
100
2
0
14 Dec 2021
AdaSTE: An Adaptive Straight-Through Estimator to Train Binary Neural
  Networks
AdaSTE: An Adaptive Straight-Through Estimator to Train Binary Neural Networks
Huu Le
R. Høier
Che-Tsung Lin
Christopher Zach
122
17
0
06 Dec 2021
MapReader: A Computer Vision Pipeline for the Semantic Exploration of
  Maps at Scale
MapReader: A Computer Vision Pipeline for the Semantic Exploration of Maps at Scale
Kasra Hosseini
Daniel C. S. Wilson
K. Beelen
Katherine McDonough
VLM
94
17
0
30 Nov 2021
Deep-learning in the bioimaging wild: Handling ambiguous data with
  deepflash2
Deep-learning in the bioimaging wild: Handling ambiguous data with deepflash2
M. Griebel
Dennis Segebarth
N. Stein
Nina Schukraft
P. Tovote
R. Blum
C. Flath
MedIm
52
2
0
12 Nov 2021
Frequency learning for structured CNN filters with Gaussian fractional
  derivatives
Frequency learning for structured CNN filters with Gaussian fractional derivatives
Nikhil Saldanha
S. Pintea
Jan van Gemert
Nergis Tomen
93
10
0
12 Nov 2021
CXR-Net: An Encoder-Decoder-Encoder Multitask Deep Neural Network for
  Explainable and Accurate Diagnosis of COVID-19 pneumonia with Chest X-ray
  Images
CXR-Net: An Encoder-Decoder-Encoder Multitask Deep Neural Network for Explainable and Accurate Diagnosis of COVID-19 pneumonia with Chest X-ray Images
Xin Zhang
Liangxiu Han
Tam Sobeih
Lianghao Han
Nina Dempsey
Symeon Lechareas
A. Tridente
Haoming Chen
Stephen White
MedIm
89
19
0
20 Oct 2021
Multi-concept adversarial attacks
Multi-concept adversarial attacks
Vibha Belavadi
Yan Zhou
Murat Kantarcioglu
B. Thuraisingham
AAML
106
0
0
19 Oct 2021
Comparative Analysis of Deep Learning Algorithms for Classification of
  COVID-19 X-Ray Images
Comparative Analysis of Deep Learning Algorithms for Classification of COVID-19 X-Ray Images
Unsa Maheen
K. Malik
Gohar Ali
43
1
0
14 Oct 2021
Gated recurrent units and temporal convolutional network for multilabel
  classification
Gated recurrent units and temporal convolutional network for multilabel classification
L. Nanni
A. Lumini
Alessandro Manfe
Riccardo Rampon
S. Brahnam
Giorgio Venturin
115
2
0
09 Oct 2021
Is Attention always needed? A Case Study on Language Identification from
  Speech
Is Attention always needed? A Case Study on Language Identification from Speech
A. Mandal
Santanu Pal
Indranil Dutta
Mahidas Bhattacharya
S. Naskar
105
6
0
05 Oct 2021
Cross-lingual Transfer for Text Classification with Dictionary-based
  Heterogeneous Graph
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph
Nuttapong Chairatanakul
Noppayut Sriwatanasakdi
Nontawat Charoenphakdee
Xin Liu
T. Murata
120
4
0
09 Sep 2021
Inter-Species Cell Detection: Datasets on pulmonary hemosiderophages in
  equine, human and feline specimens
Inter-Species Cell Detection: Datasets on pulmonary hemosiderophages in equine, human and feline specimens
Christian Marzahl
Jenny Hill
J. Stayt
D. Bienzle
L. Welker
...
Marc Aubreville
Andreas Maier
R. Klopfleisch
Katharina Breininger
C. Bertram
95
4
0
19 Aug 2021
Seeing poverty from space, how much can it be tuned?
Seeing poverty from space, how much can it be tuned?
T. Sako
Arturo M. Martinez
54
1
0
30 Jul 2021
FastSHAP: Real-Time Shapley Value Estimation
FastSHAP: Real-Time Shapley Value Estimation
N. Jethani
Mukund Sudarshan
Ian Covert
Su-In Lee
Rajesh Ranganath
TDIFAtt
235
144
0
15 Jul 2021
One-Cycle Pruning: Pruning ConvNets Under a Tight Training Budget
One-Cycle Pruning: Pruning ConvNets Under a Tight Training Budget
Nathan Hubens
M. Mancas
B. Gosselin
Marius Preda
T. Zaharia
116
7
0
05 Jul 2021
A survey on computational spectral reconstruction methods from RGB to
  hyperspectral imaging
A survey on computational spectral reconstruction methods from RGB to hyperspectral imaging
Jingang Zhang
Run Su
Wenqi Ren
Qiang Fu
Felix Heide
Yunfeng Nie
83
108
0
30 Jun 2021
SHREC 2021: Track on Skeleton-based Hand Gesture Recognition in the Wild
SHREC 2021: Track on Skeleton-based Hand Gesture Recognition in the Wild
A. Caputo
Andrea Giachetti
Simone B. Soso
Deborah Pintani
Andrea DÉusanio
...
M. Maghoumi
J. Laviola
Minh-Quan Le
Hai-Dang Nguyen
M. Tran
47
4
0
21 Jun 2021
SpeechBrain: A General-Purpose Speech Toolkit
SpeechBrain: A General-Purpose Speech Toolkit
Mirco Ravanelli
Titouan Parcollet
Peter William VanHarn Plantinga
Aku Rouhe
Samuele Cornell
...
William Aris
Hwidong Na
Yan Gao
R. Mori
Yoshua Bengio
236
833
0
08 Jun 2021
Muddling Label Regularization: Deep Learning for Tabular Datasets
Muddling Label Regularization: Deep Learning for Tabular Datasets
Karim Lounici
Katia Méziani
Benjamin Riu
117
7
0
08 Jun 2021
Ten Quick Tips for Deep Learning in Biology
Ten Quick Tips for Deep Learning in Biology
Benjamin D. Lee
A. Gitter
Casey S. Greene
S. Raschka
F. Maguire
...
Alexandr A Kalinin
T. Triche
Benjamin J. Lengerich
Timothy J. Triche Jr
S. Boca
OOD
133
27
0
29 May 2021
Non-Autoregressive vs Autoregressive Neural Networks for System
  Identification
Non-Autoregressive vs Autoregressive Neural Networks for System Identification
Daniel Weber
C. Gühmann
74
8
0
05 May 2021
PyTorch Tabular: A Framework for Deep Learning with Tabular Data
PyTorch Tabular: A Framework for Deep Learning with Tabular Data
Manu Joseph
LMTD
107
40
0
28 Apr 2021
ImageNet-21K Pretraining for the Masses
ImageNet-21K Pretraining for the Masses
T. Ridnik
Emanuel Ben-Baruch
Asaf Noy
Lihi Zelnik-Manor
SSegVLMCLIP
509
781
0
22 Apr 2021
RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters
RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters
Daniel Weber
C. Gühmann
Thomas Seel
97
42
0
15 Apr 2021
WHOSe Heritage: Classification of UNESCO World Heritage "Outstanding
  Universal Value" Documents with Soft Labels
WHOSe Heritage: Classification of UNESCO World Heritage "Outstanding Universal Value" Documents with Soft Labels
Nan Bai
Renqian Luo
Pirouz Nourian
A. Roders
92
6
0
12 Apr 2021
Automatic Large Scale Detection of Red Palm Weevil Infestation using
  Aerial and Street View Images
Automatic Large Scale Detection of Red Palm Weevil Infestation using Aerial and Street View Images
Dima Kagan
G. Alpert
Michael Fire
94
13
0
06 Apr 2021
Avalanche: an End-to-End Library for Continual Learning
Avalanche: an End-to-End Library for Continual Learning
Vincenzo Lomonaco
Lorenzo Pellegrini
Andrea Cossu
Antonio Carta
G. Graffieti
...
Christopher Kanan
Joost van de Weijer
Tinne Tuytelaars
D. Bacciu
Davide Maltoni
BDLAI4TS
142
195
0
01 Apr 2021
Data Augmentation in Natural Language Processing: A Novel Text
  Generation Approach for Long and Short Text Classifiers
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers
Markus Bayer
M. Kaufhold
Björn Buchhold
Marcel Keller
J. Dallmeyer
Christian A. Reuter
117
132
0
26 Mar 2021
Predicting brain-age from raw T 1 -weighted Magnetic Resonance Imaging
  data using 3D Convolutional Neural Networks
Predicting brain-age from raw T 1 -weighted Magnetic Resonance Imaging data using 3D Convolutional Neural Networks
L. Fisch
J. Ernsting
N. Winter
V. Holstein
Ramona Leenings
...
T. Kircher
Benjamin Risse
U. Dannlowski
Klaus Berger
Tim Hahn
MedIm
98
12
0
22 Mar 2021
A Practical Framework for ROI Detection in Medical Images -- a case
  study for hip detection in anteroposterior pelvic radiographs
A Practical Framework for ROI Detection in Medical Images -- a case study for hip detection in anteroposterior pelvic radiographs
Feng-yu Liu
Chih-Chi Chen
Shann-Ching Chen
Chien-Hung Liao
68
1
0
02 Mar 2021
indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language
  Identification in Dravidian Languages
indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian Languages
Kushal Kedia
Abhilash Nandy
84
23
0
14 Feb 2021
Toward Improving Coherence and Diversity of Slogan Generation
Toward Improving Coherence and Diversity of Slogan Generation
Yiping Jin
Akshay Bhatia
Dittaya Wanvarie
Phu T. V. Le
73
5
0
11 Feb 2021
One Label, One Billion Faces: Usage and Consistency of Racial Categories
  in Computer Vision
One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer VisionConference on Fairness, Accountability and Transparency (FAccT), 2025
Zaid Khan
Y. Fu
247
54
0
03 Feb 2021
3D U-Net for segmentation of COVID-19 associated pulmonary infiltrates
  using transfer learning: State-of-the-art results on affordable hardware
3D U-Net for segmentation of COVID-19 associated pulmonary infiltrates using transfer learning: State-of-the-art results on affordable hardware
Keno K. Bressem
S. Niehues
B. Hamm
Marcus R. Makowski
J. Vahldiek
Lisa Christine Adams
54
10
0
25 Jan 2021
Neural networks for Anatomical Therapeutic Chemical (ATC) classification
Neural networks for Anatomical Therapeutic Chemical (ATC) classification
L. Nanni
A. Lumini
S. Brahnam
62
6
0
22 Jan 2021
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