Unifying Vision-and-Language Tasks via Text Generation

4 February 2021

Papers citing "Unifying Vision-and-Language Tasks via Text Generation"

50 / 368 papers shown

Title
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 Joey Tianyi Zhou Heng Ji MLLM VLM 170 137 0 22 May 2022
Training Vision-Language Transformers from Captions Liangke Gui Yingshan Chang Qiuyuan Huang Subhojit Som Alexander G. Hauptmann Jianfeng Gao Yonatan Bisk VLM ViT 174 11 0 19 May 2022
Chart Question Answering: State of the Art and Future Directions Enamul Hoque P. Kavehzadeh Ahmed Masry 21 41 0 08 May 2022
CCMB: A Large-scale Chinese Cross-modal Benchmark Chunyu Xie Heng Cai Jincheng Li Fanjing Kong Xiaoyu Wu ... Xiangzheng Zhang Dawei Leng Baochang Zhang Xiangyang Ji Yafeng Deng MLLM VLM 17 9 0 08 May 2022
Declaration-based Prompt Tuning for Visual Question Answering Yuhang Liu Wei Wei Daowan Peng Feida Zhu MLLM VLM 27 19 0 05 May 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models Jiahui Yu Zirui Wang Vijay Vasudevan Legg Yeung Mojtaba Seyedhosseini Yonghui Wu VLM CLIP OffRL 79 1,256 0 04 May 2022
All You May Need for VQA are Image Captions Soravit Changpinyo Doron Kukliansky Idan Szpektor Xi Chen Nan Ding Radu Soricut 32 70 0 04 May 2022
Answer-Me: Multi-Task Open-Vocabulary Visual Question Answering A. Piergiovanni Wei Li Weicheng Kuo M. Saffar Fred Bertsch A. Angelova 17 16 0 02 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 46 3,349 0 29 Apr 2022
Image Captioning In the Transformer Age Yangliu Xu Li Li Haiyang Xu Songfang Huang Fei Huang Jianfei Cai ViT 24 5 0 15 Apr 2022
FindIt: Generalized Localization with Natural Language Queries Weicheng Kuo Fred Bertsch Wei Li A. Piergiovanni M. Saffar A. Angelova ObjD 19 17 0 31 Mar 2022
Single-Stream Multi-Level Alignment for Vision-Language Pretraining Zaid Khan B. Vijaykumar Xiang Yu S. Schulter Manmohan Chandraker Y. Fu CLIP VLM 25 16 0 27 Mar 2022
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 23 448 0 24 Mar 2022
Affective Feedback Synthesis Towards Multimodal Text and Image Data Puneet Kumar Gaurav Bhatt Omkar Ingle Daksh Goyal Balasubramanian Raman EGVM 30 3 0 23 Mar 2022
On Robust Prefix-Tuning for Text Classification Zonghan Yang Yang Liu VLM 18 20 0 19 Mar 2022
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Ahmed Masry Do Xuan Long J. Tan Chenyu You Enamul Hoque AIMat 19 573 0 19 Mar 2022
DU-VLG: Unifying Vision-and-Language Generation via Dual Sequence-to-Sequence Pre-training Luyang Huang Guocheng Niu Jiachen Liu Xinyan Xiao Hua Wu VLM CoGe 19 7 0 17 Mar 2022
Modular and Parameter-Efficient Multimodal Fusion with Prompting Sheng Liang Mengjie Zhao Hinrich Schütze 38 42 0 15 Mar 2022
Do BERTs Learn to Use Browser User Interface? Exploring Multi-Step Tasks with Unified Vision-and-Language BERTs Taichi Iki Akiko Aizawa LLMAG 16 6 0 15 Mar 2022
Enabling Multimodal Generation on CLIP via Vision-Language Knowledge Distillation Wenliang Dai Lu Hou Lifeng Shang Xin Jiang Qun Liu Pascale Fung VLM 22 90 0 12 Mar 2022
LoopITR: Combining Dual and Cross Encoder Architectures for Image-Text Retrieval Jie Lei Xinlei Chen Ning Zhang Meng-xing Wang Joey Tianyi Zhou Tamara L. Berg Licheng Yu 33 12 0 10 Mar 2022
NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks Fawaz Sammani Tanmoy Mukherjee Nikos Deligiannis MILM ELM LRM 21 67 0 09 Mar 2022
HyperPELT: Unified Parameter-Efficient Language Model Tuning for Both Language and Vision-and-Language Tasks Zhengkun Zhang Wenya Guo Xiaojun Meng Yasheng Wang Yadao Wang Xin Jiang Qun Liu Zhenglu Yang 34 15 0 08 Mar 2022
High-Modality Multimodal Transformer: Quantifying Modality & Interaction Heterogeneity for High-Modality Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Jeffrey Tsaw Yudong Liu Shentong Mo Dani Yogatama Louis-Philippe Morency Ruslan Salakhutdinov 17 29 0 02 Mar 2022
Multi-modal Alignment using Representation Codebook Jiali Duan Liqun Chen Son Tran Jinyu Yang Yi Xu Belinda Zeng Trishul Chilimbi 33 66 0 28 Feb 2022
A Survey of Vision-Language Pre-Trained Models Yifan Du Zikang Liu Junyi Li Wayne Xin Zhao VLM 33 179 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
Delving Deeper into Cross-lingual Visual Question Answering Chen Cecilia Liu Jonas Pfeiffer Anna Korhonen Ivan Vulić Iryna Gurevych 31 8 0 15 Feb 2022
I-Tuning: Tuning Frozen Language Models with Image for Lightweight Image Captioning Ziyang Luo Zhipeng Hu Yadong Xi Rongsheng Zhang Jing Ma VLM 22 13 0 14 Feb 2022
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models Jaemin Cho Abhaysinh Zala Joey Tianyi Zhou ViT 145 170 0 08 Feb 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 53 850 0 07 Feb 2022
Webly Supervised Concept Expansion for General Purpose Vision Models Amita Kamath Christopher Clark Tanmay Gupta Eric Kolve Derek Hoiem Aniruddha Kembhavi VLM 32 54 0 04 Feb 2022
A Frustratingly Simple Approach for End-to-End Image Captioning Ziyang Luo Yadong Xi Rongsheng Zhang Jing Ma VLM MLLM 25 16 0 30 Jan 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 392 4,154 0 28 Jan 2022
MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound Rowan Zellers Jiasen Lu Ximing Lu Youngjae Yu Yanpeng Zhao Mohammadreza Salehi Aditya Kusupati Jack Hessel Ali Farhadi Yejin Choi 33 207 0 07 Jan 2022
ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language Generation Han Zhang Weichong Yin Yewei Fang Lanxin Li Boqiang Duan Zhihua Wu Yu Sun Hao Tian Hua Wu Haifeng Wang 27 58 0 31 Dec 2021
Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain? Sedigheh Eslami Gerard de Melo Christoph Meinel CLIP MedIm 16 116 0 27 Dec 2021
VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM VPVLM 35 343 0 13 Dec 2021
Unified Multimodal Pre-training and Prompt-based Tuning for Vision-Language Understanding and Generation Tianyi Liu Zuxuan Wu Wenhan Xiong Jingjing Chen Yu-Gang Jiang VLM MLLM 32 10 0 10 Dec 2021
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 24 86 0 09 Dec 2021
Less is More: Generating Grounded Navigation Instructions from Landmarks Su Wang Ceslee Montgomery Jordi Orbay Vighnesh Birodkar Aleksandra Faust Izzeddin Gur Natasha Jaques Austin Waters Jason Baldridge Peter Anderson 20 63 0 25 Nov 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
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Faisal Ahmed Zicheng Liu Yumao Lu Lijuan Wang 27 111 0 23 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
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Yan Zeng Xinsong Zhang Hang Li VLM CLIP 16 297 0 16 Nov 2021
An Empirical Study of Training End-to-End Vision-and-Language Transformers Zi-Yi Dou Yichong Xu Zhe Gan Jianfeng Wang Shuohang Wang ... Pengchuan Zhang Lu Yuan Nanyun Peng Zicheng Liu Michael Zeng VLM 29 368 0 03 Nov 2021
BEAMetrics: A Benchmark for Language Generation Evaluation Evaluation Thomas Scialom Felix Hill 28 7 0 18 Oct 2021
A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models Woojeong Jin Yu Cheng Yelong Shen Weizhu Chen Xiang Ren VLM VPVLM MLLM 27 130 0 16 Oct 2021
CPT: Colorful Prompt Tuning for Pre-trained Vision-Language Models Yuan Yao Ao Zhang Zhengyan Zhang Zhiyuan Liu Tat-Seng Chua Maosong Sun MLLM VPVLM VLM 208 221 0 24 Sep 2021
UniMS: A Unified Framework for Multimodal Summarization with Knowledge Distillation Zhengkun Zhang Xiaojun Meng Yasheng Wang Xin Jiang Qun Liu Zhenglu Yang 45 45 0 13 Sep 2021