Zero-Shot Video Question Answering via Frozen Bidirectional Language Models

16 June 2022

Papers citing "Zero-Shot Video Question Answering via Frozen Bidirectional Language Models"

43 / 193 papers shown

Title
Using Visual Cropping to Enhance Fine-Detail Question Answering of BLIP-Family Models Jiarui Zhang Mahyar Khayatkhoei P. Chhikara Filip Ilievski 27 1 0 31 May 2023
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset Sihan Chen Handong Li Qunbo Wang Zijia Zhao Ming-Ting Sun Xinxin Zhu J. Liu 30 96 0 29 May 2023
Modularized Zero-shot VQA with Pre-trained Models Rui Cao Jing Jiang LRM 19 2 0 27 May 2023
VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending Xingjian He Sihan Chen Fan Ma Zhicheng Huang Xiaojie Jin Zikang Liu Dongmei Fu Yi Yang J. Liu Jiashi Feng VLM CLIP 18 17 0 22 May 2023
IMAD: IMage-Augmented multi-modal Dialogue Viktor Moskvoretskii Anton Frolov Denis Kuznetsov 14 3 0 17 May 2023
TG-VQA: Ternary Game of Video Question Answering Hao Li Peng Jin Ze-Long Cheng Songyang Zhang Kai-xiang Chen Zhennan Wang Chang-rui Liu Jie Chen 21 10 0 17 May 2023
Self-Chained Image-Language Model for Video Localization and Question Answering Shoubin Yu Jaemin Cho Prateek Yadav Mohit Bansal 31 129 0 11 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 23 1,896 0 20 Apr 2023
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset Sihan Chen Xingjian He Longteng Guo Xinxin Zhu Weining Wang Jinhui Tang Jinhui Tang VLM 26 102 0 17 Apr 2023
Verbs in Action: Improving verb understanding in video-language models Liliane Momeni Mathilde Caron Arsha Nagrani Andrew Zisserman Cordelia Schmid 30 70 0 13 Apr 2023
AutoAD: Movie Description in Context Tengda Han Max Bain Arsha Nagrani Gül Varol Weidi Xie Andrew Zisserman VGen 16 34 0 29 Mar 2023
AVFormer: Injecting Vision into Frozen Speech Models for Zero-Shot AV-ASR Paul Hongsuck Seo Arsha Nagrani Cordelia Schmid 27 15 0 29 Mar 2023
Unmasked Teacher: Towards Training-Efficient Video Foundation Models Kunchang Li Yali Wang Yizhuo Li Yi Wang Yinan He Limin Wang Yu Qiao VGen 30 154 0 28 Mar 2023
eP-ALM: Efficient Perceptual Augmentation of Language Models Mustafa Shukor Corentin Dancette Matthieu Cord MLLM VLM 24 29 0 20 Mar 2023
MuLTI: Efficient Video-and-Language Understanding with Text-Guided MultiWay-Sampler and Multiple Choice Modeling Jiaqi Xu Bo Liu Yunkuo Chen Mengli Cheng Xing Shi 28 1 0 10 Mar 2023
Vid2Seq: Large-Scale Pretraining of a Visual Language Model for Dense Video Captioning Antoine Yang Arsha Nagrani Paul Hongsuck Seo Antoine Miech Jordi Pont-Tuset Ivan Laptev Josef Sivic Cordelia Schmid AI4TS VLM 18 220 0 27 Feb 2023
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video Haiyang Xu Qinghao Ye Mingshi Yan Yaya Shi Jiabo Ye ... Guohai Xu Ji Zhang Songfang Huang Feiran Huang Jingren Zhou MLLM VLM MoE 23 158 0 01 Feb 2023
Semi-Parametric Video-Grounded Text Generation Sungdong Kim Jin-Hwa Kim Jiyoung Lee Minjoon Seo VGen 17 14 0 27 Jan 2023
HierVL: Learning Hierarchical Video-Language Embeddings Kumar Ashutosh Rohit Girdhar Lorenzo Torresani Kristen Grauman VLM AI4TS 20 51 0 05 Jan 2023
Test of Time: Instilling Video-Language Models with a Sense of Time Piyush Bagad Makarand Tapaswi Cees G. M. Snoek 75 36 0 05 Jan 2023
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training Qinghao Ye Guohai Xu Ming Yan Haiyang Xu Qi Qian Ji Zhang Fei Huang VLM AI4TS 163 69 0 30 Dec 2022
Tackling Ambiguity with Images: Improved Multimodal Machine Translation and Contrastive Evaluation Matthieu Futeral Cordelia Schmid Ivan Laptev Benoît Sagot Rachel Bawden 8 26 0 20 Dec 2022
VindLU: A Recipe for Effective Video-and-Language Pretraining Feng Cheng Xizi Wang Jie Lei David J. Crandall Mohit Bansal Gedas Bertasius VLM 27 78 0 09 Dec 2022
VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners Shen Yan Tao Zhu Zirui Wang Yuan Cao Mi Zhang Soham Ghosh Yonghui Wu Jiahui Yu VLM VGen 19 45 0 09 Dec 2022
X $^2$ -VLM: All-In-One Pre-trained Model For Vision-Language Tasks Yan Zeng Xinsong Zhang Hang Li Jiawei Wang Jipeng Zhang Hkust Wangchunshu Zhou VLM MLLM 21 14 0 22 Nov 2022
Learning Fine-Grained Visual Understanding for Video Question Answering via Decoupling Spatial-Temporal Modeling Hsin-Ying Lee Hung-Ting Su Bing-Chen Tsai Tsung-Han Wu Jia-Fong Yeh Winston H. Hsu 25 2 0 08 Oct 2022
Towards Parameter-Efficient Integration of Pre-Trained Language Models In Temporal Video Grounding Erica K. Shimomoto Edison Marrese-Taylor Hiroya Takamura Ichiro Kobayashi Hideki Nakayama Yusuke Miyao 13 7 0 26 Sep 2022
LAVENDER: Unifying Video-Language Understanding as Masked Language Modeling Linjie Li Zhe Gan Kevin Qinghong Lin Chung-Ching Lin Zicheng Liu Ce Liu Lijuan Wang MLLM VLM 18 81 0 14 Jun 2022
Towards Fast Adaptation of Pretrained Contrastive Models for Multi-channel Video-Language Retrieval Xudong Lin Simran Tiwari Shiyuan Huang Manling Li Mike Zheng Shou Heng Ji Shih-Fu Chang 22 20 0 05 Jun 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners Zhenhailong Wang Manling Li Ruochen Xu Luowei Zhou Jie Lei ... Chenguang Zhu Derek Hoiem Shih-Fu Chang Mohit Bansal Heng Ji MLLM VLM 167 136 0 22 May 2022
All in One: Exploring Unified Video-Language Pre-training Alex Jinpeng Wang Yixiao Ge Rui Yan Yuying Ge Xudong Lin Guanyu Cai Jianping Wu Ying Shan Xiaohu Qie Mike Zheng Shou 14 200 0 14 Mar 2022
Towards Visual-Prompt Temporal Answering Grounding in Medical Instructional Video Bin Li Yixuan Weng Bin Sun Shutao Li 20 24 0 13 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 388 4,110 0 28 Jan 2022
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 245 557 0 28 Sep 2021
Primer: Searching for Efficient Transformers for Language Modeling David R. So Wojciech Mañke Hanxiao Liu Zihang Dai Noam M. Shazeer Quoc V. Le VLM 83 151 0 17 Sep 2021
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 169 402 0 10 Sep 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,249 0 02 Sep 2021
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Mohit Bansal Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 185 403 0 13 Jul 2021
Bridge to Answer: Structure-aware Graph Interaction Network for Video Question Answering Jungin Park Jiyoung Lee K. Sohn 126 100 0 29 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,835 0 18 Apr 2021
Decoupling the Role of Data, Attention, and Losses in Multimodal Transformers Lisa Anne Hendricks John F. J. Mellor R. Schneider Jean-Baptiste Alayrac Aida Nematzadeh 75 110 0 31 Jan 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,584 0 21 Jan 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 250 926 0 24 Sep 2019