Eventful Transformers: Leveraging Temporal Redundancy in Vision
Transformers

Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers

25 August 2023

Yin Li

Papers citing "Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers"

14 / 14 papers shown

Title
Not Every Patch is Needed: Towards a More Efficient and Effective Backbone for Video-based Person Re-identification Lanyun Zhu T. Chen Deyi Ji Jieping Ye J. Liu 39 2 0 28 Jan 2025
Learning K-U-Net with constant complexity: An Application to time series forecasting Jiang You A. Çela René Natowicz Jacob Ouanounou Patrick Siarry AI4TS 23 0 0 03 Oct 2024
Energy-Efficient & Real-Time Computer Vision with Intelligent Skipping via Reconfigurable CMOS Image Sensors Md. Abdullah-Al Kaiser Sreetama Sarkar P. Beerel Akhilesh R. Jaiswal Gourav Datta 26 2 0 25 Sep 2024
MaskVD: Region Masking for Efficient Video Object Detection Sreetama Sarkar Gourav Datta Souvik Kundu Kai Zheng Chirayata Bhattacharyya P. Beerel 25 3 0 16 Jul 2024
Expedited Training of Visual Conditioned Language Generation via Redundancy Reduction Yiren Jian Tingkai Liu Yunzhe Tao Chunhui Zhang Soroush Vosoughi HX Yang VLM 17 7 0 05 Oct 2023
Token Pooling in Vision Transformers D. Marin Jen-Hao Rick Chang Anurag Ranjan Anish K. Prabhu Mohammad Rastegari Oncel Tuzel ViT 73 66 0 08 Oct 2021
Combiner: Full Attention Transformer with Sparse Computation Cost Hongyu Ren H. Dai Zihang Dai Mengjiao Yang J. Leskovec Dale Schuurmans Bo Dai 73 77 0 12 Jul 2021
Skip-Convolutions for Efficient Video Processing A. Habibian Davide Abati Taco S. Cohen B. Bejnordi 54 50 0 23 Apr 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 277 3,622 0 24 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 280 1,981 0 09 Feb 2021
Memory Enhanced Global-Local Aggregation for Video Object Detection Yihong Chen Yue Cao Han Hu Liwei Wang 112 261 0 26 Mar 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 243 579 0 12 Mar 2020
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 950 20,561 0 17 Apr 2017
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,194 0 01 Sep 2014