Spiking-PhysFormer: Camera-Based Remote Photoplethysmography with Parallel Spike-driven Transformer

7 February 2024

Yuntao Wang

Hong Chen

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Papers citing "Spiking-PhysFormer: Camera-Based Remote Photoplethysmography with Parallel Spike-driven Transformer"

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Title
Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning Qi Xu J. Zhu D. Zhou Hao Chen Yang Liu Jiangrong Shen Qiang Zhang 96 0 0 12 May 2025
Memory-efficient Low-latency Remote Photoplethysmography through Temporal-Spatial State Space Duality Kegang Wang J. Tang Yuxuan Fan Jiatong Ji Yuanchun Shi Yansen Wang 60 0 0 02 Apr 2025
Exploring Reliable PPG Authentication on Smartwatches in Daily Scenarios J. Tang Jiacheng Liu Renling Tong Kai Zhu Zhe Li Xin Yi Junliang Xing Yuanchun Shi Yansen Wang 311 0 0 31 Mar 2025
Remote Photoplethysmography in Real-World and Extreme Lighting Scenarios Hang Shao Lei Luo Jianjun Qian Mengkai Yan Shuo Chen Jian Yang 70 0 0 14 Mar 2025
PhysMamba: Efficient Remote Physiological Measurement with SlowFast Temporal Difference Mamba Chaoqi Luo Yiping Xie Zitong Yu Mamba 48 5 0 18 Sep 2024
Orientation-conditioned Facial Texture Mapping for Video-based Facial Remote Photoplethysmography Estimation Sam Cantrill David Ahmedt-Aristizabal Lars Petersson Hanna Suominen M. Armin CVBM 73 3 0 14 Apr 2024
RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement Bochao Zou Zizheng Guo Xiaocheng Hu Huimin Ma Mamba 51 1 0 09 Apr 2024
Camera-Based Remote Physiology Sensing for Hundreds of Subjects Across Skin Tones Jiankai Tang Xinyi Li Jiacheng Liu Xiyuxing Zhang Zeyu Wang Yuntao wang 71 5 0 07 Apr 2024
Event-Driven Learning for Spiking Neural Networks Wenjie Wei Malu Zhang Jilin Zhang A. Belatreche Jibin Wu Zijing Xu Xuerui Qiu Hong Chen Yang Yang Haizhou Li 53 18 0 01 Mar 2024
Efficient Object Detection in Autonomous Driving using Spiking Neural Networks: Performance, Energy Consumption Analysis, and Insights into Open-set Object Discovery Aitor Martinez Seras Javier Del Ser Pablo Garcia-Bringas 44 5 0 12 Dec 2023
Competition-Level Problems are Effective LLM Evaluators Yiming Huang Zheng-Wen Lin Xiao Liu Yeyun Gong Shuai Lu ... Yaobo Liang Yelong Shen Chen Lin Nan Duan Weizhu Chen ELM LRM 43 27 0 04 Dec 2023
Fully Spiking Denoising Diffusion Implicit Models Ryo Watanabe Yusuke Mukuta Tatsuya Harada DiffM 46 3 0 04 Dec 2023
SparseSpikformer: A Co-Design Framework for Token and Weight Pruning in Spiking Transformer Yue Liu Shanlin Xiao Bo Li Zhiyi Yu 53 3 0 15 Nov 2023
Simplifying Transformer Blocks Bobby He Thomas Hofmann 53 36 0 03 Nov 2023
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence Wei Fang Yanqing Chen Jianhao Ding Zhaofei Yu T. Masquelier Ding Chen Liwei Huang Huihui Zhou Guoqi Li Yonghong Tian 73 223 0 25 Oct 2023
SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based Recognition Tianlin Li Zong-Yao Wu Yao Rong Lin Zhu Bowei Jiang Jin Tang Yonghong Tian ViT 90 18 0 08 Aug 2023
Corticomorphic Hybrid CNN-SNN Architecture for EEG-based Low-footprint Low-latency Auditory Attention Detection Richard Gall Deniz Kocanaogullari M. Akçakaya Deniz Erdogmus Rajkumar Kubendran 11 1 0 13 Jul 2023
AutoST: Training-free Neural Architecture Search for Spiking Transformers Ziqing Wang Qidong Zhao Jinku Cui Xu Liu Dongkuan Xu 48 5 0 01 Jul 2023
Segment Any Anomaly without Training via Hybrid Prompt Regularization Yunkang Cao Xiaohao Xu Chen Sun Y. Cheng Zongwei Du Liang Gao Nong Sang VLM 73 71 0 18 May 2023
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Yonghong Tian 63 67 0 24 Apr 2023
Optical flow estimation from event-based cameras and spiking neural networks Javier Cuadrado Ulysse Rançon Benoit R. Cottereau Francisco Barranco T. Masquelier 3DPC 45 42 0 13 Feb 2023
MMPD: Multi-Domain Mobile Video Physiology Dataset Jiankai Tang Kequan Chen Yuntao wang Yuanchun Shi Shwetak N. Patel Daniel J. McDuff Xin Liu 64 35 0 08 Feb 2023
PhysFormer++: Facial Video-based Physiological Measurement with SlowFast Temporal Difference Transformer Zitong Yu Yuming Shen Jingang Shi Hengshuang Zhao Yawen Cui Jiehua Zhang Philip Torr Guoying Zhao ViT MedIm 66 80 0 07 Feb 2023
Learning Motion-Robust Remote Photoplethysmography through Arbitrary Resolution Videos Jianwei Li Zitong Yu Jingang Shi CVBM 54 40 0 30 Nov 2022
Facial Video-based Remote Physiological Measurement via Self-supervised Learning Zijie Yue Miaojing Shi Shuai Ding CVBM 80 39 0 27 Oct 2022
A Transformer-based deep neural network model for SSVEP classification Jianbo Chen Yangsong Zhang Yudong Pan Peng Xu Cuntai Guan 40 56 0 09 Oct 2022
rPPG-Toolbox: Deep Remote PPG Toolbox Xin Liu Girish Narayanswamy Akshay Paruchuri Xiaoyu Zhang Jiankai Tang Yuzhe Zhang Soumyadip Sengupta Shwetak N. Patel Yuntao wang Daniel J. McDuff 72 57 0 03 Oct 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 171 260 0 29 Sep 2022
PhysFormer: Facial Video-based Physiological Measurement with Temporal Difference Transformer Zitong Yu Yuming Shen Jingang Shi Hengshuang Zhao Philip Torr Guoying Zhao ViT MedIm 171 167 0 23 Nov 2021
Camera Measurement of Physiological Vital Signs Daniel J. McDuff 52 120 0 22 Nov 2021
Spiking Generative Adversarial Networks With a Neural Network Discriminator: Local Training, Bayesian Models, and Continual Meta-Learning Bleema Rosenfeld Osvaldo Simeone Bipin Rajendran GAN 49 16 0 02 Nov 2021
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement Xin Liu B. Hill Ziheng Jiang Shwetak N. Patel Daniel J. McDuff 3DH MedIm 49 79 0 09 Oct 2021
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification Man Yao Huanhuan Gao Guangshe Zhao Dingheng Wang Yihan Lin Zhao-Xu Yang Guoqi Li AI4TS 44 158 0 25 Jul 2021
A Survey of Transformers Tianyang Lin Yuxin Wang Xiangyang Liu Xipeng Qiu ViT 106 1,115 0 08 Jun 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 157 493 0 08 Feb 2021
Video-based Remote Physiological Measurement via Cross-verified Feature Disentangling Xuesong Niu Zitong Yu Hu Han Xiaobai Li Shiguang Shan Guoying Zhao 58 181 0 16 Jul 2020
Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement Xin Liu Josh Fromm Shwetak N. Patel Daniel J. McDuff 58 262 0 06 Jun 2020
AutoHR: A Strong End-to-end Baseline for Remote Heart Rate Measurement with Neural Searching Zitong Yu Xiaobai Li Xuesong Niu Jingang Shi Guoying Zhao 39 128 0 26 Apr 2020
Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks Chankyu Lee Adarsh Kosta A. Z. Zhu Kenneth Chaney Kostas Daniilidis Kaushik Roy 118 165 0 14 Mar 2020
Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement Zitong Yu Wei Peng Xiaobai Li Xiaopeng Hong Guoying Zhao 51 266 0 27 Jul 2019
DeepPhys: Video-Based Physiological Measurement Using Convolutional Attention Networks W. Chen Daniel J. McDuff 3DH HAI 50 469 0 21 May 2018
Overcoming catastrophic forgetting with hard attention to the task Joan Serrà Dídac Surís M. Miron Alexandros Karatzoglou CLL 93 1,074 0 04 Jan 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 626 130,942 0 12 Jun 2017