Compressing Visual-linguistic Model via Knowledge Distillation

5 April 2021

Zhiyuan Fang

Jianfeng Wang

Xiaowei Hu

Lijuan Wang

Yezhou Yang

Zicheng Liu

VLM

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Papers citing "Compressing Visual-linguistic Model via Knowledge Distillation"

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Title
$Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ual-$\mathbf{\texttt{H}}$ead $\mathbf{\texttt{O}}$ptimization$ Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ ual- $\mathbf{\texttt{H}}$ ead $\mathbf{\texttt{O}}$ ptimization Seongjae Kang Dong Bok Lee Hyungjoon Jang Sung Ju Hwang VLM 57 0 0 12 May 2025
Platonic Grounding for Efficient Multimodal Language Models Moulik Choraria Xinbo Wu Akhil Bhimaraju Nitesh Sekhar Yue Wu Xu Zhang Prateek Singhal L. Varshney 59 0 0 27 Apr 2025
FOLDER: Accelerating Multi-modal Large Language Models with Enhanced Performance Haicheng Wang Zhemeng Yu Gabriele Spadaro Chen Ju Victor Quétu Enzo Tartaglione Enzo Tartaglione VLM 109 3 0 05 Jan 2025
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 104 2 0 20 Dec 2024
CLIP-PING: Boosting Lightweight Vision-Language Models with Proximus Intrinsic Neighbors Guidance Chu Myaet Thwal Ye Lin Tun Minh N. H. Nguyen Eui-nam Huh Choong Seon Hong VLM 74 0 0 05 Dec 2024
Revisiting Prompt Pretraining of Vision-Language Models Zhenyuan Chen Lingfeng Yang Shuo Chen Zhaowei Chen Jiajun Liang Xiang Li MLLM VPVLM VLM 43 1 0 10 Sep 2024
TiMix: Text-aware Image Mixing for Effective Vision-Language Pre-training Chaoya Jiang Wei Ye Haiyang Xu Qinghao Ye Mingshi Yan Ji Zhang Shikun Zhang CLIP VLM 21 4 0 14 Dec 2023
Linear Alignment of Vision-language Models for Image Captioning Fabian Paischer M. Hofmarcher Sepp Hochreiter Thomas Adler CLIP VLM 47 0 0 10 Jul 2023
PuMer: Pruning and Merging Tokens for Efficient Vision Language Models Qingqing Cao Bhargavi Paranjape Hannaneh Hajishirzi MLLM VLM 13 21 0 27 May 2023
DiffCap: Exploring Continuous Diffusion on Image Captioning Yufeng He Zefan Cai Xu Gan Baobao Chang DiffM 28 5 0 20 May 2023
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification Fang Peng Xiaoshan Yang Linhui Xiao Yaowei Wang Changsheng Xu VLM 35 43 0 28 Nov 2022
You Need Multiple Exiting: Dynamic Early Exiting for Accelerating Unified Vision Language Model Sheng Tang Yaqing Wang Zhenglun Kong Tianchi Zhang Yao Li Caiwen Ding Yanzhi Wang Yi Liang Dongkuan Xu 25 31 0 21 Nov 2022
Compressing And Debiasing Vision-Language Pre-Trained Models for Visual Question Answering Q. Si Yuanxin Liu Zheng Lin Peng Fu Weiping Wang VLM 42 1 0 26 Oct 2022
GIT: A Generative Image-to-text Transformer for Vision and Language Jianfeng Wang Zhengyuan Yang Xiaowei Hu Linjie Li Kevin Qinghong Lin Zhe Gan Zicheng Liu Ce Liu Lijuan Wang VLM 41 528 0 27 May 2022
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Xiyang Dai ... Jianwei Yang Haoxuan You Kai-Wei Chang Shih-Fu Chang Lu Yuan VLM OffRL 28 22 0 22 Apr 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 38 36 0 13 Apr 2022
Geographic Adaptation of Pretrained Language Models Valentin Hofmann Goran Glavavs Nikola Ljubevsić J. Pierrehumbert Hinrich Schütze VLM 21 16 0 16 Mar 2022
A Survey of Vision-Language Pre-Trained Models Yifan Du Zikang Liu Junyi Li Wayne Xin Zhao VLM 30 179 0 18 Feb 2022
VLP: A Survey on Vision-Language Pre-training Feilong Chen Duzhen Zhang Minglun Han Xiuyi Chen Jing Shi Shuang Xu Bo Xu VLM 82 213 0 18 Feb 2022
Cross-modal Contrastive Distillation for Instructional Activity Anticipation Zhengyuan Yang Jingen Liu Jing-ling Huang Xiaodong He Tao Mei Chenliang Xu Jiebo Luo 31 6 0 18 Jan 2022
Injecting Semantic Concepts into End-to-End Image Captioning Zhiyuan Fang Jianfeng Wang Xiaowei Hu Lin Liang Zhe Gan Lijuan Wang Yezhou Yang Zicheng Liu ViT VLM 21 86 0 09 Dec 2021
Scaling Up Vision-Language Pre-training for Image Captioning Xiaowei Hu Zhe Gan Jianfeng Wang Zhengyuan Yang Zicheng Liu Yumao Lu Lijuan Wang MLLM VLM 34 246 0 24 Nov 2021
Florence: A New Foundation Model for Computer Vision Lu Yuan Dongdong Chen Yi-Ling Chen Noel Codella Xiyang Dai ... Zhen Xiao Jianwei Yang Michael Zeng Luowei Zhou Pengchuan Zhang VLM 29 879 0 22 Nov 2021
UFO: A UniFied TransfOrmer for Vision-Language Representation Learning Jianfeng Wang Xiaowei Hu Zhe Gan Zhengyuan Yang Xiyang Dai Zicheng Liu Yumao Lu Lijuan Wang ViT 29 57 0 19 Nov 2021
Playing Lottery Tickets with Vision and Language Zhe Gan Yen-Chun Chen Linjie Li Tianlong Chen Yu Cheng Shuohang Wang Jingjing Liu Lijuan Wang Zicheng Liu VLM 106 54 0 23 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021
SEED: Self-supervised Distillation For Visual Representation Zhiyuan Fang Jianfeng Wang Lijuan Wang Lei Zhang Yezhou Yang Zicheng Liu SSL 242 190 0 12 Jan 2021
VinVL: Revisiting Visual Representations in Vision-Language Models Pengchuan Zhang Xiujun Li Xiaowei Hu Jianwei Yang Lei Zhang Lijuan Wang Yejin Choi Jianfeng Gao ObjD VLM 260 157 0 02 Jan 2021
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing Canwen Xu Wangchunshu Zhou Tao Ge Furu Wei Ming Zhou 221 197 0 07 Feb 2020
Unified Vision-Language Pre-Training for Image Captioning and VQA Luowei Zhou Hamid Palangi Lei Zhang Houdong Hu Jason J. Corso Jianfeng Gao MLLM VLM 252 927 0 24 Sep 2019
Weakly Supervised Attention Learning for Textual Phrases Grounding Zhiyuan Fang Shu Kong Tianshu Yu Yezhou Yang 17 12 0 01 May 2018
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 297 10,220 0 16 Nov 2016