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Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task

11 November 2024

Papers citing "Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task"

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Title
COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition Baiyu Chen Wilson Wongso Zechen Li Yonchanok Khaokaew Hao Xue Flora D. Salim 150 1 0 10 Mar 2025
Initial Findings on Sensor based Open Vocabulary Activity Recognition via Text Embedding Inversion L. Ray Bo Zhou Sungho Suh P. Lukowicz VLM 87 0 0 13 Jan 2025
TSAK: Two-Stage Semantic-Aware Knowledge Distillation for Efficient Wearable Modality and Model Optimization in Manufacturing Lines Hymalai Bello Daniel Geißler Sungho Suh Bo Zhou Paul Lukowicz 59 3 0 26 Aug 2024
Limitations in Employing Natural Language Supervision for Sensor-Based Human Activity Recognition -- And Ways to Overcome Them H. Haresamudram Apoorva Beedu Mashfiqui Rabbi Sankalita Saha Irfan Essa Thomas Ploetz 96 6 0 21 Aug 2024
Large Language Models for Wearable Sensor-Based Human Activity Recognition, Health Monitoring, and Behavioral Modeling: A Survey of Early Trends, Datasets, and Challenges Emilio Ferrara LM&MA 62 16 0 09 Jul 2024
Arithmetic Reasoning with LLM: Prolog Generation & Permutation Xiaocheng Yang Bingsen Chen Yik-Cheung Tam LRM 65 12 0 28 May 2024
Layout Agnostic Human Activity Recognition in Smart Homes through Textual Descriptions Of Sensor Triggers (TDOST) Megha Thukral Sourish Gunesh Dhekane S. Hiremath H. Haresamudram Thomas Ploetz 74 5 0 20 May 2024
ContextGPT: Infusing LLMs Knowledge into Neuro-Symbolic Activity Recognition Models Luca Arrotta Claudio Bettini Gabriele Civitarese Michele Fiori 87 11 0 11 Mar 2024
Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data Aritra Hota S. Chatterjee Sandip Chakraborty 108 14 0 02 Mar 2024
MOMENT: A Family of Open Time-series Foundation Models Mononito Goswami Konrad Szafer Arjun Choudhry Yifu Cai Shuo Li Artur Dubrawski AIFin AI4TS 102 151 0 06 Feb 2024
Transfer Learning in Human Activity Recognition: A Survey Sourish Gunesh Dhekane Thomas Ploetz MU AI4TS 81 42 0 18 Jan 2024
TENT: Connect Language Models with IoT Sensors for Zero-Shot Activity Recognition Yunjiao Zhou Jianfei Yang Han Zou Lihua Xie VLM 65 22 0 14 Nov 2023
Mistral 7B Albert Q. Jiang Alexandre Sablayrolles A. Mensch Chris Bamford Devendra Singh Chaplot ... Teven Le Scao Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LRM 99 2,237 0 10 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 130 2,807 0 05 Oct 2023
A Novel Local-Global Feature Fusion Framework for Body-weight Exercise Recognition with Pressure Mapping Sensors Davinder Pal Singh L. Ray Bo Zhou Sungho Suh P. Lukowicz 44 4 0 14 Sep 2023
Worker Activity Recognition in Manufacturing Line Using Near-body Electric Field Sungho Suh Vitor Fortes Rey Sizhen Bian Yu-Chi Huang Jože M. Rožanec Hooman Tavakoli Ghinani Bo Zhou P. Lukowicz 55 15 0 07 Aug 2023
Weakly Supervised Multi-Task Representation Learning for Human Activity Analysis Using Wearables Taoran Sheng Manfred Huber SSL HAI 48 20 0 06 Aug 2023
MotionGPT: Human Motion as a Foreign Language Biao Jiang Xin Chen Wen Liu Jingyi Yu Gang Yu Tao Chen MLLM 78 295 0 26 Jun 2023
Improving CLIP Training with Language Rewrites Lijie Fan Dilip Krishnan Phillip Isola Dina Katabi Yonglong Tian BDL VLM CLIP 76 173 0 31 May 2023
ImageBind: One Embedding Space To Bind Them All Rohit Girdhar Alaaeldin El-Nouby Zhuang Liu Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra VLM 152 938 0 09 May 2023
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model Mingyuan Zhang Xinying Guo Liang Pan Zhongang Cai Fangzhou Hong Huirong Li Lei Yang Ziwei Liu DiffM VGen 117 171 0 03 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,699 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,420 0 27 Feb 2023
Single Motion Diffusion Sigal Raab Inbal Leibovitch Guy Tevet Moab Arar Amit H. Bermano Daniel Cohen-Or DiffM VGen 90 60 0 12 Feb 2023
PresSim: An End-to-end Framework for Dynamic Ground Pressure Profile Generation from Monocular Videos Using Physics-based 3D Simulation L. Ray Bo Zhou Sungho Suh P. Lukowicz 51 10 0 01 Feb 2023
T2M-GPT: Generating Human Motion from Textual Descriptions with Discrete Representations Jianrong Zhang Yangsong Zhang Xiaodong Cun Shaoli Huang Yong Zhang Hongwei Zhao Hongtao Lu Xiaodong Shen 101 354 0 15 Jan 2023
Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation Yusong Wu Kai Chen Tianyu Zhang Yuchen Hui Marianna Nezhurina Taylor Berg-Kirkpatrick Shlomo Dubnov CLIP 129 537 0 12 Nov 2022
IMU2CLIP: Multimodal Contrastive Learning for IMU Motion Sensors from Egocentric Videos and Text Seungwhan Moon Andrea Madotto Zhaojiang Lin Alireza Dirafzoon Aparajita Saraf Amy Bearman Babak Damavandi VLM 45 37 0 26 Oct 2022
DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models Shansan Gong Mukai Li Jiangtao Feng Zhiyong Wu Lingpeng Kong 93 333 0 17 Oct 2022
GENIE: Higher-Order Denoising Diffusion Solvers Tim Dockhorn Arash Vahdat Karsten Kreis DiffM 89 114 0 11 Oct 2022
Learning from the Best: Contrastive Representations Learning Across Sensor Locations for Wearable Activity Recognition Vitor Fortes Rey Sungho Suh P. Lukowicz SSL HAI 67 12 0 04 Oct 2022
TASKED: Transformer-based Adversarial learning for human activity recognition using wearable sensors via Self-KnowledgE Distillation Sungho Suh Vitor Fortes Rey P. Lukowicz 70 62 0 14 Sep 2022
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model Mingyuan Zhang Zhongang Cai Liang Pan Fangzhou Hong Xinying Guo Lei Yang Ziwei Liu DiffM VGen 112 577 0 31 Aug 2022
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval Yiwei Ma Guohai Xu Xiaoshuai Sun Ming Yan Ji Zhang Rongrong Ji CLIP VLM 78 284 0 15 Jul 2022
Self-supervised Learning for Human Activity Recognition Using 700,000 Person-days of Wearable Data H. Yuan Shing Chan Andrew P. Creagh C. Tong Aidan Acquah David Clifton Aiden Doherty SSL 82 91 0 06 Jun 2022
Unified Contrastive Learning in Image-Text-Label Space Jianwei Yang Chunyuan Li Pengchuan Zhang Bin Xiao Ce Liu Lu Yuan Jianfeng Gao VLM SSL 132 226 0 07 Apr 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 53 15 0 11 Mar 2022
GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation Minkai Xu Lantao Yu Yang Song Chence Shi Stefano Ermon Jian Tang BDL DiffM 162 519 0 06 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 84 90 0 22 Feb 2022
CROMOSim: A Deep Learning-based Cross-modality Inertial Measurement Simulator Yujiao Hao Boyu Wang Rong Zheng 42 7 0 21 Feb 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian Chunyan Miao SSL 79 53 0 12 Feb 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero Feng Yu Radu Timofte Luc Van Gool DiffM 355 1,421 0 24 Jan 2022
SLIP: Self-supervision meets Language-Image Pre-training Norman Mu Alexander Kirillov David Wagner Saining Xie VLM CLIP 143 490 0 23 Dec 2021
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 474 15,734 0 20 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,814 0 11 Nov 2021
Wav2CLIP: Learning Robust Audio Representations From CLIP Ho-Hsiang Wu Prem Seetharaman Kundan Kumar J. P. Bello CLIP VLM 145 273 0 21 Oct 2021
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 399 1,109 0 13 Oct 2021
Self-supervised Learning is More Robust to Dataset Imbalance Hong Liu Jeff Z. HaoChen Adrien Gaidon Tengyu Ma OOD SSL 69 167 0 11 Oct 2021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Dmytro Okhonko Armen Aghajanyan Florian Metze Luke Zettlemoyer Florian Metze Luke Zettlemoyer Christoph Feichtenhofer CLIP VLM 313 580 0 28 Sep 2021
Improving Deep Learning for HAR with shallow LSTMs Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven HAI AI4TS 42 57 0 02 Aug 2021