MoCLIP: Motion-Aware Fine-Tuning and Distillation of CLIP for Human Motion Generation

16 May 2025

Gabriel Maldonado

Armin Danesh Pazho

Ghazal Alinezhad Noghre

Vinit Katariya

Hamed Tabkhi

Author Contacts:

gmaldon2@charlotte.edu adaneshp@charlotte.edu galinezh@charlotte.edu vkatariy@charlotte.edu htabkhiv@charlotte.edu

CLIP

VGen

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Papers citing "MoCLIP: Motion-Aware Fine-Tuning and Distillation of CLIP for Human Motion Generation"

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Title
MoFM: A Large-Scale Human Motion Foundation Model Mohammadreza Baharani Ghazal Alinezhad Noghre Armin Danesh Pazho Gabriel Maldonado Hamed Tabkhi AI4CE 435 1 0 08 Feb 2025
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion Generation Seyed Rohollah Hosseyni Ali Ahmad Rahmani S. J. Seyedmohammadi Sanaz Seyedin Arash Mohammadi DiffM 80 7 0 17 Sep 2024
BAMM: Bidirectional Autoregressive Motion Model Ekkasit Pinyoanuntapong Muhammad Usama Saleem Pu Wang Minwoo Lee Srijan Das Chong Chen VGen 53 25 0 28 Mar 2024
MMM: Generative Masked Motion Model Ekkasit Pinyoanuntapong Pu Wang Minwoo Lee Chong Chen DiffM VGen 81 51 0 06 Dec 2023
Pose-to-Motion: Cross-Domain Motion Retargeting with Pose Prior Qingqing Zhao Peizhuo Li Wang Yifan O. Sorkine-Hornung Gordon Wetzstein 46 2 0 31 Oct 2023
Fine-tuning can cripple your foundation model; preserving features may be the solution Jishnu Mukhoti Y. Gal Philip Torr P. Dokania CLL 86 43 0 25 Aug 2023
Human Motion Generation: A Survey Wentao Zhu Xiaoxuan Ma Dongwoo Ro Hai Ci Jinlu Zhang Jiaxin Shi Feng Gao Qi Tian Yizhou Wang VGen 96 58 0 20 Jul 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 93 351 0 15 Jan 2023
Executing your Commands via Motion Diffusion in Latent Space Xin Chen Biao Jiang Wen Liu Zilong Huang Bin-Bin Fu Tao Chen Jingyi Yu Gang Yu VGen DiffM 106 363 0 08 Dec 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 106 571 0 31 Aug 2022
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and Texts Chuan Guo Xinxin Xuo Sen Wang Li Cheng VGen 133 240 0 04 Jul 2022
TEMOS: Generating diverse human motions from textual descriptions Mathis Petrovich Michael J. Black Gül Varol 112 387 0 25 Apr 2022
Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition Yuxin Chen Ziqi Zhang Chunfen Yuan Bing Li Ying Deng Weiming Hu 79 584 0 26 Jul 2021
Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks Chiara Plizzari Marco Cannici Matteo Matteucci ViT MedIm 81 306 0 17 Aug 2020
Action2Motion: Conditioned Generation of 3D Human Motions Chuan Guo Wei Ji Sen Wang Shihao Zou Qingyao Sun Annan Deng Minglun Gong Li Cheng 71 420 0 30 Jul 2020
Skeleton-Aware Networks for Deep Motion Retargeting Kfir Aberman Peizhuo Li Dani Lischinski O. Sorkine-Hornung Daniel Cohen-Or Baoquan Chen 56 190 0 12 May 2020
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition Ziyu Liu Hongwen Zhang Zhenghao Chen Zhiyong Wang Wanli Ouyang 87 835 0 31 Mar 2020
Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks Lei Shi Yifan Zhang Jian Cheng Hanqing Lu 65 430 0 15 Dec 2019
The KIT Motion-Language Dataset Matthias Plappert Christian Mandery Tamim Asfour 248 286 0 13 Jul 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 883 27,373 0 02 Dec 2015