Defending Multimodal Fusion Models against Single-Source Adversaries

25 June 2022

Papers citing "Defending Multimodal Fusion Models against Single-Source Adversaries"

34 / 34 papers shown

Title
One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models Hao Fang Jiawei Kong Wenbo Yu Bin Chen Jiawei Li Hao Wu Ke Xu Ke Xu AAML VLM 125 13 0 08 Jun 2024
Towards Feature Space Adversarial Attack Qiuling Xu Guanhong Tao Shuyang Cheng Xinming Zhang GAN AAML 62 25 0 26 Apr 2020
Gated Mechanism for Attention Based Multimodal Sentiment Analysis Ayush Kumar Jithendra Vepa 69 83 0 21 Feb 2020
EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognition Evangelos Kazakos Arsha Nagrani Andrew Zisserman Dima Damen EgoV 65 339 0 22 Aug 2019
On Single Source Robustness in Deep Fusion Models Taewan Kim Joydeep Ghosh AAML 49 22 0 11 Jun 2019
Adversarial Training for Free! Ali Shafahi Mahyar Najibi Amin Ghiasi Zheng Xu John P. Dickerson Christoph Studer L. Davis Gavin Taylor Tom Goldstein AAML 136 1,253 0 29 Apr 2019
Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving Yan Wang Wei-Lun Chao Divyansh Garg Bharath Hariharan M. Campbell Kilian Q. Weinberger 3DPC 114 1,002 0 18 Dec 2018
Deep Audio-Visual Speech Recognition Triantafyllos Afouras Joon Son Chung A. Senior Oriol Vinyals Andrew Zisserman 98 709 0 06 Sep 2018
Robust Deep Multi-modal Learning Based on Gated Information Fusion Network Jaekyum Kim Junho Koh Yecheol Kim Jaehyung Choi Youngbae Hwang Jun-Won Choi 66 64 0 17 Jul 2018
Fighting Fake News: Image Splice Detection via Learned Self-Consistency Minyoung Huh Andrew Liu Andrew Owens Alexei A. Efros SSL 97 387 0 10 May 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 136 21,488 0 08 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 135 1,038 0 08 Apr 2018
Memory Fusion Network for Multi-view Sequential Learning Amir Zadeh Paul Pu Liang Navonil Mazumder Soujanya Poria Min Zhang Louis-Philippe Morency 79 709 0 03 Feb 2018
Certified Defenses against Adversarial Examples Aditi Raghunathan Jacob Steinhardt Percy Liang AAML 117 969 0 29 Jan 2018
Joint 3D Proposal Generation and Object Detection from View Aggregation Jason Ku Melissa Mozifian Jungwook Lee Ali Harakeh Steven Waslander 3DPC 88 1,399 0 06 Dec 2017
Frustum PointNets for 3D Object Detection from RGB-D Data C. Qi Wen Liu Chenxia Wu Hao Su Leonidas Guibas 3DPC 156 2,271 0 22 Nov 2017
Provable defenses against adversarial examples via the convex outer adversarial polytope Eric Wong J. Zico Kolter AAML 128 1,504 0 02 Nov 2017
VGGFace2: A dataset for recognising faces across pose and age Qiong Cao Li Shen Weidi Xie Omkar M. Parkhi Andrew Zisserman CVBM 100 2,635 0 23 Oct 2017
Evasion Attacks against Machine Learning at Test Time Battista Biggio Igino Corona Davide Maiorca B. Nelson Nedim Srndic Pavel Laskov Giorgio Giacinto Fabio Roli AAML 163 2,160 0 21 Aug 2017
Choosing Smartly: Adaptive Multimodal Fusion for Object Detection in Changing Environments Oier Mees Andreas Eitel Wolfram Burgard 59 104 0 18 Jul 2017
Learnable pooling with Context Gating for video classification Antoine Miech Ivan Laptev Josef Sivic 76 327 0 21 Jun 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 319 12,138 0 19 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 798 132,454 0 12 Jun 2017
Gated Multimodal Units for Information Fusion John Arevalo Thamar Solorio Manuel Montes-y-Gómez Fabio Gonzalez 92 382 0 07 Feb 2017
Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer Noam M. Shazeer Azalia Mirhoseini Krzysztof Maziarz Andy Davis Quoc V. Le Geoffrey E. Hinton J. Dean MoE 253 2,692 0 23 Jan 2017
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 183 15,641 0 25 Dec 2016
Multi-View 3D Object Detection Network for Autonomous Driving Xiaozhi Chen Huimin Ma Ji Wan Bo Li Tian Xia 3DPC 212 2,781 0 23 Nov 2016
Self-Supervised Video Representation Learning With Odd-One-Out Networks Basura Fernando Hakan Bilen E. Gavves Stephen Gould SSL 58 450 0 21 Nov 2016
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 474 3,148 0 04 Nov 2016
MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos Amir Zadeh Rowan Zellers Eli Pincus Louis-Philippe Morency 81 455 0 20 Jun 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,427 0 02 Dec 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 389 13,172 0 12 Mar 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 282 19,129 0 20 Dec 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 286 14,968 1 21 Dec 2013