VideoMix: Rethinking Data Augmentation for Video Classification

7 December 2020

Papers citing "VideoMix: Rethinking Data Augmentation for Video Classification"

45 / 45 papers shown

Title
MoExDA: Domain Adaptation for Edge-based Action Recognition Takuya Sugimoto Ning Ding Toru Tamaki 40 0 0 05 Aug 2025
MUG: Pseudo Labeling Augmented Audio-Visual Mamba Network for Audio-Visual Video Parsing Langyu Wang Bingke Zhu Yingying Chen Yiyuan Zhang Ming Tang Jinqiao Wang VLM 68 0 0 02 Jul 2025
The Role of Video Generation in Enhancing Data-Limited Action Understanding Wei Li Dezhao Luo Dongbao Yang Zhenhang Li Weiping Wang Yu Zhou DiffM VGen 334 0 0 26 May 2025
MomentMix Augmentation with Length-Aware DETR for Temporally Robust Moment Retrieval Sangkwon Park Jiho Choi Kyungjune Baek Hyunjung Shim 105 0 0 30 Dec 2024
VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation Weiming Ren Huan Yang Jie Min Cong Wei Lei Ma 544 4 0 01 Dec 2024
SDI-Paste: Synthetic Dynamic Instance Copy-Paste for Video Instance Segmentation Sahir Shrestha Weihao Li Gao Zhu Nick Barnes DiffM 103 0 0 16 Oct 2024
Data Collection-free Masked Video Modeling Yuchi Ishikawa Masayoshi Kondo Yoshimitsu Aoki ViT 110 1 0 10 Sep 2024
A Simple Background Augmentation Method for Object Detection with Diffusion Model Yuhang Li Jun Gao Chen Chen Yue Zhang Jielei Zhang DiffM 121 7 0 01 Aug 2024
SIAVC: Semi-Supervised Framework for Industrial Accident Video Classification Zuoyong Li Qinghua Lin Haoyi Fan Tiesong Zhao David Zhang 103 1 0 23 May 2024
Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions Runhao Zeng Xiaoyong Chen Jiaming Liang Huisi Wu Guangzhong Cao Yong Guo AAML 123 5 0 29 Mar 2024
Don't Judge by the Look: Towards Motion Coherent Video Representation Yitian Zhang Yue Bai Huan Wang Yizhou Wang Yun Fu 92 3 0 14 Mar 2024
PASCL: Supervised Contrastive Learning with Perturbative Augmentation for Particle Decay Reconstruction Junjian Lu Siwei Liu Dmitrii Kobylianski Etienne Dreyer Eilam Gross Houcheng Su 80 3 0 18 Feb 2024
Reimagining Reality: A Comprehensive Survey of Video Inpainting Techniques Shreyank N. Gowda Yash Thakre Shashank Narayana Gowda Xiaobo Jin 105 0 0 31 Jan 2024
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 162 32 0 01 Dec 2023
Learning Human Action Recognition Representations Without Real Humans Howard Zhong Samarth Mishra Donghyun Kim SouYoung Jin Yikang Shen Hildegard Kuehne Leonid Karlinsky Venkatesh Saligrama Aude Oliva Rogerio Feris 125 5 0 10 Nov 2023
Training Robust Deep Physiological Measurement Models with Synthetic Video-based Data Yuxuan Ou Yuzhe Zhang Yuntang Wang Shwetak N. Patel Daniel J. McDuff Yuzhe Yang Xin Liu 127 0 0 09 Nov 2023
FireMatch: A Semi-Supervised Video Fire Detection Network Based on Consistency and Distribution Alignment Qinghua Lin Zuoyong Li Kun Zeng Haoyi Fan Wei Li Xiaoguang Zhou 68 9 0 09 Nov 2023
S3Aug: Segmentation, Sampling, and Shift for Action Recognition Taiki Sugiura Toru Tamaki AI4TS 96 4 0 23 Oct 2023
Hate Speech Detection in Limited Data Contexts using Synthetic Data Generation Aman Khullar Daniel K. Nkemelu Cuong V. Nguyen Michael L. Best 113 5 0 04 Oct 2023
Selective Volume Mixup for Video Action Recognition Yi Tan Zhaofan Qiu Y. Hao Ting Yao Xiangnan He Tao Mei ViT 92 3 0 18 Sep 2023
Leveraging the Power of Data Augmentation for Transformer-based Tracking Jie Zhao Johan Edstedt Michael Felsberg D. Wang Huchuan Lu ViT 129 7 0 15 Sep 2023
Video OWL-ViT: Temporally-consistent open-world localization in video G. Heigold Matthias Minderer A. Gritsenko Alex Bewley Daniel Keysers Mario Luvcić Feng Yu Thomas Kipf VLM 123 17 0 22 Aug 2023
The Effects of Mixed Sample Data Augmentation are Class Dependent Haeil Lee Han S. Lee Junmo Kim 107 1 0 18 Jul 2023
Video4MRI: An Empirical Study on Brain Magnetic Resonance Image Analytics with CNN-based Video Classification Frameworks Yuxuan Zhang Qingzhong Wang Jiang Bian Yi Liu Yanwu Xu Dejing Dou Haoyi Xiong 68 6 0 24 Feb 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 144 34 0 21 Dec 2022
Test-Time Mixup Augmentation for Data and Class-Specific Uncertainty Estimation in Deep Learning Image Classification Han S. Lee Haeil Lee H. Hong Junmo Kim UQCV 108 0 0 01 Dec 2022
Mitigating and Evaluating Static Bias of Action Representations in the Background and the Foreground Haoxin Li Yuan Liu Hanwang Zhang Boyang Li 108 19 0 23 Nov 2022
A Unified Multimodal De- and Re-coupling Framework for RGB-D Motion Recognition Benjia Zhou Pichao Wang Jun Wan Yan-Ni Liang Fan Wang 128 24 0 16 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 112 8 0 02 Nov 2022
Baby Physical Safety Monitoring in Smart Home Using Action Recognition System Victor A. Adewopo Nelly Elsayed Kelly Anderson 111 7 0 22 Oct 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective Chanwoo Park Sangdoo Yun Sanghyuk Chun AAML 103 34 0 21 Aug 2022
A Feature-space Multimodal Data Augmentation Technique for Text-video Retrieval Alex Falcon G. Serra Oswald Lanz VGen 102 27 0 03 Aug 2022
An Efficient Framework for Few-shot Skeleton-based Temporal Action Segmentation Leiyang Xu Qianqian Wang Xiaotian Lin Lin Yuan MedIm 87 7 0 20 Jul 2022
Exploring Temporally Dynamic Data Augmentation for Video Recognition Taeoh Kim Jinhyung Kim Minho Shim Sangdoo Yun Myunggu Kang Dongyoon Wee Sangyoun Lee AI4TS 139 12 0 30 Jun 2022
Learn2Augment: Learning to Composite Videos for Data Augmentation in Action Recognition Shreyank N. Gowda Marcus Rohrbach Frank Keller Laura Sevilla-Lara 128 41 0 09 Jun 2022
ObjectMix: Data Augmentation by Copy-Pasting Objects in Videos for Action Recognition Jun Kimata Tomoya Nitta Toru Tamaki 131 12 0 01 Apr 2022
AugLy: Data Augmentations for Robustness Zoe Papakipos Joanna Bitton AAML 92 54 0 17 Jan 2022
Cross-modal Manifold Cutmix for Self-supervised Video Representation Learning Srijan Das Michael S. Ryoo SSL 74 0 0 07 Dec 2021
ViewCLR: Learning Self-supervised Video Representation for Unseen Viewpoints Srijan Das Michael S. Ryoo SSL 98 23 0 07 Dec 2021
Evaluating Transformers for Lightweight Action Recognition Raivo Koot Markus Hennerbichler Haiping Lu ViT 88 8 0 18 Nov 2021
Overview of Tencent Multi-modal Ads Video Understanding Challenge Zhenzhi Wang Liyu Wu Zhimin Li Jiangfeng Xiong Qinglin Lu 76 5 0 16 Sep 2021
Scene-aware Learning Network for Radar Object Detection Zangwei Zheng Xiangyu Yue Kurt Keutzer Alberto L. Sangiovanni-Vincentelli 131 9 0 03 Jul 2021
VideoLT: Large-scale Long-tailed Video Recognition Xing Zhang Zuxuan Wu Zejia Weng Huazhu Fu Jingjing Chen Yu-Gang Jiang Larry S. Davis 153 44 0 06 May 2021
Learning Representational Invariances for Data-Efficient Action Recognition Yuliang Zou Jinwoo Choi Qitong Wang Jia-Bin Huang 126 43 0 30 Mar 2021
An Empirical Study and Analysis on Open-Set Semi-Supervised Learning Huixiang Luo Hao Cheng Fanxu Meng Yuting Gao Ke Li Mengdan Zhang Xing Sun 86 8 0 19 Jan 2021