Topic 05 of 17
Egocentric & human data in robotics
Egocentric human data is first-person video and sensor capture of people doing everyday tasks, used as training signal for robots. It matters because teleoperated robot demonstrations are the main cost bottleneck in robot learning, and humans wearing cameras or smart glasses generate task demonstrations orders of magnitude faster. The open problem is the embodiment gap: human hands and robot grippers act differently.
54papers in 2026-07
4.62%of all cs.RO that month
+0.86ppshare change, last 6 vs prior 12 months
24-month volume
arXiv query: cat:cs.RO AND (abs:"egocentric" OR abs:"human video" OR abs:"human demonstrations")
Presented at reading clubs
These already have a slide kit, so they are the fastest ones to pick up and present.
2026-06-29
Yen-Jen Wang, Jiaman Li, Sirui Chen +9
2026-05-24
Zhi Wang, Botao He, Kelin Yu +4 · 9 citations
2026-04-08
Ryan Punamiya, Simar Kareer, Zeyi Liu +37 · 34 citations
2026-02-18
Ruijie Zheng, Dantong Niu, Yuqi Xie +12 · 71 citations
2026-02-06
Shenyuan Gao, William Liang, Kaiyuan Zheng +27 · 96 citations
2025-12-27
Simar Kareer, Karl Pertsch, James Darpinian +5 · 39 citations
2025-11-20
Dexterity from Smart Lenses: Multi-Fingered Robot Manipulation with In-the-Wild Human Demonstrations
Irmak Guzey, Haozhi Qi, Julen Urain +10 · 16 citations
2025-09-23
Ryan Punamiya, Dhruv Patel, Patcharapong Aphiwetsa +5 · 30 citations
2025-09-04
Lawrence Y. Zhu, Pranav Kuppili, Ryan Punamiya +5 · 35 citations
2025-07-16
Ruihan Yang, Qinxi Yu, Yecheng Wu +12 · 131 citations
2025-05-26
Vincent Liu, Ademi Adeniji, Haotian Zhan +4 · 41 citations
2025-05-16
Ryan Hoque, Peide Huang, David J. Yoon +2 · 193 citations
Recent work
2026-09-08
Anqi Li, Yuxin Chen, Zhaobo Li +4
2026-09-08
Akhil Ajikumar, Mahya Qorbani, Sakib Reza +2
2026-09-08
Benjamin Chang, Michael Amir, Manon Flageat +1
2026-09-08
Siyuan Li, Taiyan Lang, Aoqi Yan +6
2026-09-08
Weiwei Gu, Anmol Gupta, Anant Sah +5
2026-09-08
Jianqiang Xiao, Xiang Deng, Yuexuan Sun +3
2026-09-07
Lixing Fang, Ziyan Xiong, Sunli Chen +2
2026-09-07
Borui He, Garrett E Katz
2026-09-07
Ruoqu Chen, Feixiang Ruan, Liu Cao +9 · 1 citation
2026-09-07
Yuran Wang, Siqiao Huang, Mingleyang Li +21
2026-09-05
Yian Wang, Junyi Cao, Xiaowen Qiu +1
2026-09-05
Azusa Sawada, Allan Wang, Hideo Saito +1
2026-09-05
Yifan Han, Litao Liu, Yuqi Gu +7
2026-09-04
Vivek Chavan, Yahuan Shi, Oliver Heimann +2
2026-09-04
Pasquale Marra, Stefano Berti, Gabriele Mario Caddeo +1
2026-09-04
Zijie Zhu, Weiren Cai, Yizhou Wang +4
2026-09-04
Junhui Wang, Wei Yang, Xinyao Li +4
2026-09-03
Gustavo Claudio Karl Couto, Eric Aislan Antonelo, Gabriel George Zipperer
2026-09-03
Junqing Du, Fernando Ropero, Erkin Turkoz +2
2026-09-03
Jiafeng Xu, Qi Li, Yan Shen +7
2026-09-03
Shuning Zhang, Liang Li, Yunheng Wang +3
2026-09-02
Howard Qian, Yiting Chen, Yunfei Xie +6
2026-09-01
Satvik Sharma, Samrat Sahoo, Huang Huang +4
2026-08-31
Stefan Ramdhan, Kyanna Dagenais, Vera Pantelic +2
2026-08-31
Xionghao Wu, Yijun Yang, Shiyang Zhou +17
2026-08-31
Hanwen Wan, Dafeng Chi, Linbo Zhai +6
2026-08-31
Hongzhe Bi, Zihao Zhou, Yihang Tang +16
2026-08-29
George Xi Wang, Henghao Li, Shan Lin +3
2026-08-29
Cheng Chen, Jerry Bai, Jiacheng Wei +11
2026-08-29
Makoto Sato, Tatsuya Matsushima, Yutaka Matsuo +1
2026-08-27
Tianjie Ju, Zheng Wu, Yueqing Sun +15
2026-08-27
Kechen Liu, Ola Shorinwa
2026-08-27
Haofeng Sun, Jiangbo Pei, Fei Kang +13
2026-08-26
Jiaming Zhou, Qihang Zhang, Gangwei Xu +9
2026-08-26
Xiaomi Embodied Intelligence Team, University of Macau, : +21
2026-08-25
Weijiang Xiong, Lan Feng, Alexandre Alahi +1
2026-08-25
Jiangning Zhang, Haojun Chen, Yong Liu
2026-08-25
J. D. Peiffer, Taylor Niehues, Li Guan +2
329 papers in this corpus carry the egocentric & human data tag. How tagging works.