UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning

31 December 2020

Papers citing "UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning"

41 / 41 papers shown

Title
Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering Zeqing Wang Wentao Wan Qiqing Lao Runmeng Chen Minjie Lang Keze Wang Liang Lin Liang Lin LRM 96 3 0 17 Feb 2025
ComAlign: Compositional Alignment in Vision-Language Models Ali Abdollah Amirmohammad Izadi Armin Saghafian Reza Vahidimajd Mohammad Mozafari Amirreza Mirzaei Mohammadmahdi Samiei M. Baghshah CoGe VLM 25 0 0 12 Sep 2024
WeCromCL: Weakly Supervised Cross-Modality Contrastive Learning for Transcription-only Supervised Text Spotting Jingjing Wu Zhengyao Fang Pengyuan Lyu Chengquan Zhang Fanglin Chen Guangming Lu Wenjie Pei 47 2 0 28 Jul 2024
Benchmarking Vision-Language Contrastive Methods for Medical Representation Learning Shuvendu Roy Yasaman Parhizkar Franklin Ogidi Vahid Reza Khazaie Michael Colacci Ali Etemad Elham Dolatabadi Arash Afkanpour VLM 35 1 0 11 Jun 2024
One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models Hao Fang Jiawei Kong Wenbo Yu Bin Chen Jiawei Li Hao Wu Ke Xu Ke Xu AAML VLM 30 13 0 08 Jun 2024
Modeling Caption Diversity in Contrastive Vision-Language Pretraining Samuel Lavoie Polina Kirichenko Mark Ibrahim Mahmoud Assran Andrew Gordon Wilson Aaron Courville Nicolas Ballas CLIP VLM 59 19 0 30 Apr 2024
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding Ahmad A Mahmood Ashmal Vayani Muzammal Naseer Salman Khan Fahad Shahbaz Khan LRM 49 7 0 21 Mar 2024
Non-autoregressive Sequence-to-Sequence Vision-Language Models Kunyu Shi Qi Dong Luis Goncalves Zhuowen Tu Stefano Soatto VLM 35 3 0 04 Mar 2024
Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf Vision-Language Models Jiayun Luo Siddhesh Khandelwal Leonid Sigal Boyang Albert Li MLLM VLM 27 7 0 28 Nov 2023
Improving Image Captioning Descriptiveness by Ranking and LLM-based Fusion Simone Bianco Luigi Celona Marco Donzella Paolo Napoletano 24 18 0 20 Jun 2023
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities Peng Wang Shijie Wang Junyang Lin Shuai Bai Xiaohuan Zhou Jingren Zhou Xinggang Wang Chang Zhou VLM MLLM ObjD 16 113 0 18 May 2023
Visual Information Extraction in the Wild: Practical Dataset and End-to-end Solution Jianfeng Kuang Wei Hua Dingkang Liang Mingkun Yang Deqiang Jiang Bo Ren Xiang Bai 25 39 0 12 May 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 15 97 0 16 Jan 2023
Position-guided Text Prompt for Vision-Language Pre-training Alex Jinpeng Wang Pan Zhou Mike Zheng Shou Shuicheng Yan VLM 11 37 0 19 Dec 2022
Perceiver-VL: Efficient Vision-and-Language Modeling with Iterative Latent Attention Zineng Tang Jaemin Cho Jie Lei Mohit Bansal VLM 11 9 0 21 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 19 56 0 15 Nov 2022
TVLT: Textless Vision-Language Transformer Zineng Tang Jaemin Cho Yixin Nie Mohit Bansal VLM 47 28 0 28 Sep 2022
Interpreting Song Lyrics with an Audio-Informed Pre-trained Language Model Yixiao Zhang Junyan Jiang Gus Xia S. Dixon 25 9 0 24 Aug 2022
CODER: Coupled Diversity-Sensitive Momentum Contrastive Learning for Image-Text Retrieval Haoran Wang Dongliang He Wenhao Wu Boyang Xia Min Yang Fu Li Yunlong Yu Zhong Ji Errui Ding Jingdong Wang 19 22 0 21 Aug 2022
Learning Visual Representation from Modality-Shared Contrastive Language-Image Pre-training Haoxuan You Luowei Zhou Bin Xiao Noel Codella Yu Cheng Ruochen Xu Shih-Fu Chang Lu Yuan CLIP VLM 13 46 0 26 Jul 2022
VLMixer: Unpaired Vision-Language Pre-training via Cross-Modal CutMix Teng Wang Wenhao Jiang Zhichao Lu Feng Zheng Ran Cheng Chengguo Yin Ping Luo VLM 20 42 0 17 Jun 2022
Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone Zi-Yi Dou Aishwarya Kamath Zhe Gan Pengchuan Zhang Jianfeng Wang ... Ce Liu Yann LeCun Nanyun Peng Jianfeng Gao Lijuan Wang VLM ObjD 11 123 0 15 Jun 2022
Multimodal Learning with Transformers: A Survey P. Xu Xiatian Zhu David A. Clifton ViT 41 518 0 13 Jun 2022
VLUE: A Multi-Task Benchmark for Evaluating Vision-Language Models Wangchunshu Zhou Yan Zeng Shizhe Diao Xinsong Zhang CoGe VLM 17 13 0 30 May 2022
Target-aware Abstractive Related Work Generation with Contrastive Learning Xiuying Chen Hind Alamro Li Mingzhe Shen Gao Rui Yan Xin Gao Xiangliang Zhang 3DV 139 27 0 26 May 2022
Vision-and-Language Pretrained Models: A Survey Siqu Long Feiqi Cao S. Han Haiqing Yang VLM 16 63 0 15 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
STEMM: Self-learning with Speech-text Manifold Mixup for Speech Translation Qingkai Fang Rong Ye Lei Li Yang Feng Mingxuan Wang 11 95 0 20 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-Hong Wu VLM CoGe 12 7 0 17 Mar 2022
Multi-modal Alignment using Representation Codebook Jiali Duan Liqun Chen Son Tran Jinyu Yang Yi Xu Belinda Zeng Trishul M. Chilimbi 17 66 0 28 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
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 4,010 0 28 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 27 58 0 31 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 16 85 0 09 Dec 2021
Interactive Model with Structural Loss for Language-based Abductive Reasoning Linhao Li Ming Xu Yongfeng Dong Xin Li Ao Wang 12 2 0 01 Dec 2021
A Multimodal Sentiment Dataset for Video Recommendation Hongxuan Tang Hao Liu Xinyan Xiao Hua-Hong Wu VGen 13 2 0 17 Sep 2021
EfficientCLIP: Efficient Cross-Modal Pre-training by Ensemble Confident Learning and Language Modeling Jue Wang Haofan Wang Jincan Deng Weijia Wu Debing Zhang VLM CLIP 57 18 0 10 Sep 2021
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision Zirui Wang Jiahui Yu Adams Wei Yu Zihang Dai Yulia Tsvetkov Yuan Cao VLM MLLM 49 766 0 24 Aug 2021
Grid-VLP: Revisiting Grid Features for Vision-Language Pre-training Ming Yan Haiyang Xu Chenliang Li Bin Bi Junfeng Tian Min Gui Wei Wang VLM 14 10 0 21 Aug 2021
ROSITA: Enhancing Vision-and-Language Semantic Alignments via Cross- and Intra-modal Knowledge Integration Yuhao Cui Zhou Yu Chunqi Wang Zhongzhou Zhao Ji Zhang Meng Wang Jun-chen Yu VLM 19 52 0 16 Aug 2021
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 250 922 0 24 Sep 2019