Domain-Specific Priors and Meta Learning for Few-Shot First-Person Action Recognition

22 July 2019

Nassir Navab

Papers citing "Domain-Specific Priors and Meta Learning for Few-Shot First-Person Action Recognition"

50 / 50 papers shown

Title
Grouped Spatial-Temporal Aggregation for Efficient Action Recognition Chenxu Luo Alan Yuille 149 150 0 28 Sep 2019
ProtoGAN: Towards Few Shot Learning for Action Recognition Sai Kumar Dwivedi Vikram Gupta Rahul Mitra Shuaib Ahmed Arjun Jain 56 94 0 17 Sep 2019
TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition M. Bishay Georgios Zoumpourlis Ioannis Patras ViT 49 155 0 21 Jul 2019
VideoGraph: Recognizing Minutes-Long Human Activities in Videos Noureldien Hussein E. Gavves A. Smeulders 125 77 0 13 May 2019
A Closer Look at Few-shot Classification Wei-Yu Chen Yen-Cheng Liu Z. Kira Y. Wang Jia-Bin Huang 93 1,756 0 08 Apr 2019
Long-Term Feature Banks for Detailed Video Understanding Chao-Yuan Wu Christoph Feichtenhofer Haoqi Fan Kaiming He Philipp Krahenbuhl Ross B. Girshick 151 479 0 12 Dec 2018
Timeception for Complex Action Recognition Noureldien Hussein E. Gavves A. Smeulders 96 213 0 04 Dec 2018
LSTA: Long Short-Term Attention for Egocentric Action Recognition Swathikiran Sudhakaran Sergio Escalera Oswald Lanz EgoV 41 143 0 26 Nov 2018
How to train your MAML Antreas Antoniou Harrison Edwards Amos Storkey 50 771 0 22 Oct 2018
Object Level Visual Reasoning in Videos Fabien Baradel Natalia Neverova Christian Wolf J. Mille Greg Mori 75 163 0 16 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 248 666 0 07 Jun 2018
Towards an Unequivocal Representation of Actions Michael Wray Davide Moltisanti Dima Damen 35 4 0 10 May 2018
Actor and Observer: Joint Modeling of First and Third-Person Videos Gunnar Sigurdsson Abhinav Gupta Cordelia Schmid Ali Farhadi Alahari Karteek EgoV 90 156 0 25 Apr 2018
Scaling Egocentric Vision: The EPIC-KITCHENS Dataset Dima Damen Hazel Doughty G. Farinella Sanja Fidler Antonino Furnari ... Davide Moltisanti Jonathan Munro Toby Perrett Will Price Michael Wray EgoV 72 1,011 0 08 Apr 2018
What have we learned from deep representations for action recognition? Christoph Feichtenhofer A. Pinz Richard P. Wildes Andrew Zisserman SSL 43 47 0 04 Jan 2018
Temporal Relational Reasoning in Videos Bolei Zhou A. Andonian Aude Oliva Antonio Torralba NAI 78 1,035 0 22 Nov 2017
Spatial-Aware Object Embeddings for Zero-Shot Localization and Classification of Actions Pascal Mettes Cees G. M. Snoek 35 88 0 28 Jul 2017
Learning from Video and Text via Large-Scale Discriminative Clustering Antoine Miech Jean-Baptiste Alayrac Piotr Bojanowski Ivan Laptev Josef Sivic 51 44 0 27 Jul 2017
The "something something" video database for learning and evaluating visual common sense Raghav Goyal Samira Ebrahimi Kahou Vincent Michalski Joanna Materzynska S. Westphal ... Moritz Mueller-Freitag F. Hoppe Christian Thurau Ingo Bax Roland Memisevic VLM 71 1,516 0 13 Jun 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 110 1,610 0 05 Jun 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 199 7,961 0 22 May 2017
ActionVLAD: Learning spatio-temporal aggregation for action classification Rohit Girdhar Deva Ramanan Abhinav Gupta Josef Sivic Bryan C. Russell AI4TS 63 451 0 10 Apr 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 213 8,072 0 15 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 759 11,793 0 09 Mar 2017
A Structured Self-attentive Sentence Embedding Zhouhan Lin Minwei Feng Cicero Nogueira dos Santos Mo Yu Bing Xiang Bowen Zhou Yoshua Bengio 103 2,132 0 09 Mar 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 275 2,346 0 20 Dec 2016
Temporal Convolutional Networks for Action Segmentation and Detection Colin S. Lea Michael D. Flynn René Vidal A. Reiter Gregory Hager 86 1,478 0 16 Nov 2016
Temporal Segment Networks: Towards Good Practices for Deep Action Recognition Limin Wang Yuanjun Xiong Zhe Wang Yu Qiao Dahua Lin Xiaoou Tang Luc Van Gool ViT 90 3,814 0 02 Aug 2016
VideoLSTM Convolves, Attends and Flows for Action Recognition Zhenyang Li E. Gavves Mihir Jain Cees G. M. Snoek 77 465 0 06 Jul 2016
Learning to learn by gradient descent by gradient descent Marcin Andrychowicz Misha Denil Sergio Gomez Colmenarejo Matthew W. Hoffman David Pfau Tom Schaul Brendan Shillingford Nando de Freitas 85 2,000 0 14 Jun 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 293 7,299 0 13 Jun 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 338 18,300 0 27 May 2016
Going Deeper into First-Person Activity Recognition Minghuang Ma Haoqi Fan Kris Kitani EgoV 53 307 0 12 May 2016
Convolutional Two-Stream Network Fusion for Video Action Recognition Christoph Feichtenhofer A. Pinz Andrew Zisserman 121 2,606 0 22 Apr 2016
Long-term Temporal Convolutions for Action Recognition Gül Varol Ivan Laptev Cordelia Schmid 67 909 0 15 Apr 2016
Hollywood in Homes: Crowdsourcing Data Collection for Activity Understanding Gunnar Sigurdsson Gül Varol Xinyu Wang Ali Farhadi Ivan Laptev Abhinav Gupta VGen 77 1,238 0 06 Apr 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 299 14,196 0 23 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Action Recognition using Visual Attention Shikhar Sharma Ryan Kiros Ruslan Salakhutdinov 52 666 0 12 Nov 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 412 61,900 0 04 Jun 2015
Fast R-CNN Ross B. Girshick ObjD 277 24,976 0 30 Apr 2015
Beyond Short Snippets: Deep Networks for Video Classification Joe Yue-Hei Ng Matthew J. Hausknecht Sudheendra Vijayanarasimhan Oriol Vinyals R. Monga G. Toderici 111 2,334 0 31 Mar 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 293 12,662 0 11 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 943 99,991 0 04 Sep 2014
Two-Stream Convolutional Networks for Action Recognition in Videos Karen Simonyan Andrew Zisserman 223 7,518 0 09 Jun 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 257 43,290 0 01 May 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 327 15,825 0 12 Nov 2013
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 224 26,122 0 11 Nov 2013
UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild K. Soomro Amir Zamir M. Shah CLIP VGen 94 6,100 0 03 Dec 2012
On the difficulty of training Recurrent Neural Networks Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 134 5,318 0 21 Nov 2012