SimVLM: Simple Visual Language Model Pretraining with Weak Supervision

24 August 2021

Papers citing "SimVLM: Simple Visual Language Model Pretraining with Weak Supervision"

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Title
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 8 567 0 01 Apr 2022
Single-Stream Multi-Level Alignment for Vision-Language Pretraining Zaid Khan B. Vijaykumar Xiang Yu S. Schulter Manmohan Chandraker Y. Fu CLIP VLM 20 16 0 27 Mar 2022
UNIMO-2: End-to-End Unified Vision-Language Grounded Learning Wei Li Can Gao Guocheng Niu Xinyan Xiao Hao Liu Jiachen Liu Hua-Hong Wu Haifeng Wang MLLM 11 21 0 17 Mar 2022
Modular and Parameter-Efficient Multimodal Fusion with Prompting Sheng Liang Mengjie Zhao Hinrich Schütze 18 32 0 15 Mar 2022
Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations Robert Wolfe Aylin Caliskan VLM 11 13 0 14 Mar 2022
Towards Visual-Prompt Temporal Answering Grounding in Medical Instructional Video Bin Li Yixuan Weng Bin Sun Shutao Li 9 24 0 13 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 14 90 0 12 Mar 2022
Vision-Language Intelligence: Tasks, Representation Learning, and Large Models Feng Li Hao Zhang Yi-Fan Zhang S. Liu Jian Guo L. Ni Pengchuan Zhang Lei Zhang AI4TS VLM 11 36 0 03 Mar 2022
Unsupervised Vision-and-Language Pre-training via Retrieval-based Multi-Granular Alignment Mingyang Zhou Licheng Yu Amanpreet Singh Mengjiao MJ Wang Zhou Yu Ning Zhang VLM 23 31 0 01 Mar 2022
Measuring CLEVRness: Blackbox testing of Visual Reasoning Models Spyridon Mouselinos Henryk Michalewski Mateusz Malinowski 8 3 0 24 Feb 2022
CaMEL: Mean Teacher Learning for Image Captioning Manuele Barraco Matteo Stefanini Marcella Cornia S. Cascianelli Lorenzo Baraldi Rita Cucchiara ViT VLM 25 27 0 21 Feb 2022
A Survey of Vision-Language Pre-Trained Models Yifan Du Zikang Liu Junyi Li Wayne Xin Zhao VLM 13 177 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 79 208 0 18 Feb 2022
CommerceMM: Large-Scale Commerce MultiModal Representation Learning with Omni Retrieval Licheng Yu Jun Chen Animesh Sinha Mengjiao MJ Wang Hugo Chen Tamara L. Berg Ning Zhang VLM 15 39 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 9 8 0 14 Feb 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 20 2,212 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 26 848 0 07 Feb 2022
Inference of captions from histopathological patches M. Tsuneki F. Kanavati 6 28 0 07 Feb 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 382 4,010 0 28 Jan 2022
Black-box Prompt Learning for Pre-trained Language Models Shizhe Diao Zhichao Huang Ruijia Xu Xuechun Li Yong Lin Xiao Zhou Tong Zhang VLM AAML 22 68 0 21 Jan 2022
CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Jianwei Yang Xiyang Dai Bin Xiao Haoxuan You Shih-Fu Chang Lu Yuan CLIP VLM 16 39 0 15 Jan 2022
CLIP-Event: Connecting Text and Images with Event Structures Manling Li Ruochen Xu Shuohang Wang Luowei Zhou Xudong Lin Chenguang Zhu Michael Zeng Heng Ji Shih-Fu Chang VLM CLIP 8 123 0 13 Jan 2022
A Comprehensive Empirical Study of Vision-Language Pre-trained Model for Supervised Cross-Modal Retrieval Zhixiong Zeng Wenji Mao VLM 11 17 0 08 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 11 175 0 07 Jan 2022
Interactive Attention AI to translate low light photos to captions for night scene understanding in women safety A. Rajagopal V. Nirmala Arun Muthuraj Vedamanickam 6 0 0 04 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-Hong Wu Haifeng Wang 25 51 0 31 Dec 2021
Distilled Dual-Encoder Model for Vision-Language Understanding Zekun Wang Wenhui Wang Haichao Zhu Ming Liu Bing Qin Furu Wei VLM FedML 13 30 0 16 Dec 2021
Technical Language Supervision for Intelligent Fault Diagnosis in Process Industry Karl Lowenmark C. Taal S. Schnabel Marcus Liwicki Fredrik Sandin 6 4 0 11 Dec 2021
MAGMA -- Multimodal Augmentation of Generative Models through Adapter-based Finetuning C. Eichenberg Sid Black Samuel Weinbach Letitia Parcalabescu Anette Frank MLLM VLM 15 100 0 09 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 13 85 0 09 Dec 2021
FLAVA: A Foundational Language And Vision Alignment Model Amanpreet Singh Ronghang Hu Vedanuj Goswami Guillaume Couairon Wojciech Galuba Marcus Rohrbach Douwe Kiela CLIP VLM 24 673 0 08 Dec 2021
VT-CLIP: Enhancing Vision-Language Models with Visual-guided Texts Longtian Qiu Renrui Zhang Ziyu Guo Wei Zhang Zilu Guo Ziyao Zeng Guangnan Zhang VLM CLIP 15 45 0 04 Dec 2021
CRIS: CLIP-Driven Referring Image Segmentation Zhaoqing Wang Yu Lu Qiang Li Xunqiang Tao Yan Guo Ming Gong Tongliang Liu VLM 18 359 0 30 Nov 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 12 48 0 25 Nov 2021
Generating More Pertinent Captions by Leveraging Semantics and Style on Multi-Source Datasets Marcella Cornia Lorenzo Baraldi G. Fiameni Rita Cucchiara 20 12 0 24 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 20 245 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 6 111 0 23 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 12 870 0 22 Nov 2021
MaIL: A Unified Mask-Image-Language Trimodal Network for Referring Image Segmentation Zizhang Li Mengmeng Wang Jianbiao Mei Yong Liu 8 18 0 21 Nov 2021
ClipCap: CLIP Prefix for Image Captioning Ron Mokady Amir Hertz Amit H. Bermano CLIP VLM 9 648 0 18 Nov 2021
Achieving Human Parity on Visual Question Answering Ming Yan Haiyang Xu Chenliang Li Junfeng Tian Bin Bi ... Ji Zhang Songfang Huang Fei Huang Luo Si Rong Jin 16 12 0 17 Nov 2021
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts Yan Zeng Xinsong Zhang Hang Li VLM CLIP 11 296 0 16 Nov 2021
Scaling Law for Recommendation Models: Towards General-purpose User Representations Kyuyong Shin Hanock Kwak KyungHyun Kim Max Nihlén Ramström Jisu Jeong Jung-Woo Ha S. Kim ELM 13 38 0 15 Nov 2021
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 58 325 0 11 Nov 2021
FILIP: Fine-grained Interactive Language-Image Pre-Training Lewei Yao Runhu Huang Lu Hou Guansong Lu Minzhe Niu Hang Xu Xiaodan Liang Zhenguo Li Xin Jiang Chunjing Xu VLM CLIP 14 610 0 09 Nov 2021
Convolutional Gated MLP: Combining Convolutions & gMLP A. Rajagopal V. Nirmala 21 14 0 06 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 16 360 0 03 Nov 2021
VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts Hangbo Bao Wenhui Wang Li Dong Qiang Liu Owais Khan Mohammed Kriti Aggarwal Subhojit Som Furu Wei VLM MLLM MoE 9 415 0 03 Nov 2021
Top1 Solution of QQ Browser 2021 Ai Algorithm Competition Track 1 : Multimodal Video Similarity Zhuoran Ma Majing Lou Ouyang Xuan ViT 11 2 0 30 Oct 2021
Towards Language-guided Visual Recognition via Dynamic Convolutions Gen Luo Yiyi Zhou Xiaoshuai Sun Yongjian Wu Yue Gao Rongrong Ji ObjD 20 19 0 17 Oct 2021