Identity Preserve Transform: Understand What Activity Classification Models Have Learnt

Learning methods for generic object recognition with invariance to pose and lighting

Yann LeCun, Fu Jie Huang, Leon Bottou, et al · 2004

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Ucf101: A dataset of 101 human actions classes from videos in the wild

Original

Khurram Soomro, Amir Roshan Zamir, and Mubarak Shah · 2012

Earlier work this paper cites.

Generative adversarial nets

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014

Earlier work this paper cites.

Understanding deep features with computer-generated imagery

Mathieu Aubry and Bryan C Russell · 2015

Earlier work this paper cites.

ilab-20m: A large-scale controlled object dataset to investigate deep learning

Ali Borji, Saeed Izadi, and Laurent Itti · 2016

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Carnegie Mellon University Motion Capture Database, 2016

Carnegie Mellon Graphics Lab · 2016

Earlier work this paper cites.

Temporal segment networks: Towards good practices for deep action recognition

Limin Wang, Yuanjun Xiong, Zhe Wang, Yu Qiao, Dahua Lin, Xiaoou Tang, and Luc Van Gool · 2016

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Learning deep features for discriminative localization

Original

Bolei Zhou, Aditya Khosla, Agata Lapedriza, Aude Oliva, and Antonio Torralba · 2016

Cited alongside, same era.

Quo vadis, action recognition? a new model and the kinetics dataset

Joao Carreira and Andrew Zisserman · 2017

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Mask r-cnn

Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross Girshick · 2017

Cited alongside, same era.

Interpretability beyond feature attribution: Quantitative testing with concept activation vectors (tcav)

Original

Been Kim, Martin Wattenberg, Justin Gilmer, Carrie Cai, James Wexler, Fernanda Viegas, and Rory Sayres · 2017

Cited alongside, same era.

Unrealcv: Virtual worlds for computer vision

Weichao Qiu, Fangwei Zhong, Yi Zhang, Siyuan Qiao, Zihao Xiao, Tae Soo Kim, and Yizhou Wang · 2017

Cited alongside, same era.

Rethinking spatiotemporal feature learning: Speed-accuracy trade-offs in video classification

Saining Xie, Chen Sun, Jonathan Huang, Zhuowen Tu, and Kevin Murphy · 2018

Later among the works it cites.

Unrealstereo: Controlling hazardous factors to analyze stereo vision

Yi Zhang, Weichao Qiu, Qi Chen, Xiaolin Hu, and Alan Yuille · 2018

Later among the works it cites.

Temporal relational reasoning in videos

Bolei Zhou, Alex Andonian, Aude Oliva, and Antonio Torralba · 2018

Later among the works it cites.

Strike (with) a pose: Neural networks are easily fooled by strange poses of familiar objects

Michael A Alcorn, Qi Li, Zhitao Gong, Chengfei Wang, Long Mai, Wei-Shinn Ku, and Anh Nguyen · 2019

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Moments in time dataset: one million videos for event understanding

Mathew Monfort, Alex Andonian, Bolei Zhou, Kandan Ramakrishnan, Sarah Adel Bargal, Yan Yan, Lisa Brown, Quanfu Fan, Dan Gutfreund, Carl Vondrick, et al · 2019

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