Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts

17 February 2021

Papers citing "Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts"

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Title
Blind Baselines Beat Membership Inference Attacks for Foundation Models Debeshee Das Jie Zhang Florian Tramèr MIALM 85 28 1 23 Jun 2024
MR-MLLM: Mutual Reinforcement of Multimodal Comprehension and Vision Perception Guanqun Wang Xinyu Wei Jiaming Liu Ray Zhang Yichi Zhang Kevin Zhang Maurice Chong Shanghang Zhang VLM LRM 46 0 0 22 Jun 2024
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs Yuxuan Qiao Haodong Duan Xinyu Fang Junming Yang Lin Chen Songyang Zhang Jiaqi Wang Dahua Lin Kai Chen LRM 45 18 0 20 Jun 2024
PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents Junjie Wang Yin Zhang Yatai Ji Yuxiang Zhang Chunyang Jiang ... Bei Chen Qunshu Lin Minghao Liu Ge Zhang Wenhu Chen 48 3 0 20 Jun 2024
Evaluating Numerical Reasoning in Text-to-Image Models Ivana Kajić Olivia Wiles Isabela Albuquerque Matthias Bauer Su Wang Jordi Pont-Tuset Aida Nematzadeh EGVM ReLM 87 0 0 20 Jun 2024
Exploring the Role of Large Language Models in Prompt Encoding for Diffusion Models Bingqi Ma Zhuofan Zong Guanglu Song Hongsheng Li Yu Liu 30 21 0 17 Jun 2024
Generative Visual Instruction Tuning Jefferson Hernandez Ruben Villegas Vicente Ordonez VLM 38 3 0 17 Jun 2024
Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tags Daiqing Qi Handong Zhao Zijun Wei Sheng Li 46 2 0 16 Jun 2024
From Pixels to Prose: A Large Dataset of Dense Image Captions Vasu Singla Kaiyu Yue Sukriti Paul Reza Shirkavand Mayuka Jayawardhana Alireza Ganjdanesh Heng Huang A. Bhatele Gowthami Somepalli Tom Goldstein 3DV VLM 28 22 0 14 Jun 2024
Industrial Language-Image Dataset (ILID): Adapting Vision Foundation Models for Industrial Settings Keno Moenck Duc Trung Thieu Julian Koch Thorsten Schuppstuhl VLM 27 0 0 14 Jun 2024
4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities Roman Bachmann Oğuzhan Fatih Kar David Mizrahi Ali Garjani Mingfei Gao David Griffiths Jiaming Hu Afshin Dehghan Amir Zamir MoE VLM MLLM 41 14 0 13 Jun 2024
Yo'LLaVA: Your Personalized Language and Vision Assistant Thao Nguyen Haotian Liu Yuheng Li Mu Cai Utkarsh Ojha Yong Jae Lee VLM MLLM 62 15 0 13 Jun 2024
mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus Matthieu Futeral A. Zebaze Pedro Ortiz Suarez Julien Abadji Rémi Lacroix Cordelia Schmid Rachel Bawden Benoît Sagot 39 3 0 13 Jun 2024
What If We Recaption Billions of Web Images with LLaMA-3? Xianhang Li Haoqin Tu Mude Hui Zeyu Wang Bingchen Zhao ... Jieru Mei Qing Liu Huangjie Zheng Yuyin Zhou Cihang Xie VLM MLLM 44 35 0 12 Jun 2024
OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text Qingyun Li Zhe Chen Weiyun Wang Wenhai Wang Shenglong Ye ... Dahua Lin Yu Qiao Botian Shi Conghui He Jifeng Dai VLM OffRL 56 20 0 12 Jun 2024
Vision Model Pre-training on Interleaved Image-Text Data via Latent Compression Learning Chenyu Yang Xizhou Zhu Jinguo Zhu Weijie Su Junjie Wang ... Lewei Lu Bin Li Jie Zhou Yu Qiao Jifeng Dai VLM CLIP 47 5 0 11 Jun 2024
Image Textualization: An Automatic Framework for Creating Accurate and Detailed Image Descriptions Renjie Pi Jianshu Zhang Jipeng Zhang Rui Pan Zhekai Chen Tong Zhang 3DV 47 19 0 11 Jun 2024
Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation Jinyuan Li Ziyan Li Han Li Jianfei Yu Rui Xia Di Sun Gang Pan 40 2 0 11 Jun 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 47 13 0 11 Jun 2024
TRINS: Towards Multimodal Language Models that Can Read Ruiyi Zhang Yanzhe Zhang Jian Chen Yufan Zhou Jiuxiang Gu Changyou Chen Tong Sun VLM 31 6 0 10 Jun 2024
Towards Semantic Equivalence of Tokenization in Multimodal LLM Shengqiong Wu Hao Fei Xiangtai Li Jiayi Ji Hanwang Zhang Tat-Seng Chua Shuicheng Yan MLLM 63 32 0 07 Jun 2024
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs Lingchen Meng Jianwei Yang Rui Tian Xiyang Dai Zuxuan Wu Jianfeng Gao Yu-Gang Jiang VLM 24 9 0 06 Jun 2024
VidMuse: A Simple Video-to-Music Generation Framework with Long-Short-Term Modeling Zeyue Tian Zhaoyang Liu Ruibin Yuan Jiahao Pan Xiaoqiang Huang Xu Tan Xu Tan Qifeng Chen Y. Guo VGen 102 16 0 06 Jun 2024
Parrot: Multilingual Visual Instruction Tuning Hai-Long Sun Da-Wei Zhou Yangfu Li Shiyin Lu Chao Yi ... Zhao Xu Weihua Luo Kaifu Zhang De-Chuan Zhan Han-Jia Ye MLLM 30 9 0 04 Jun 2024
OpenDataLab: Empowering General Artificial Intelligence with Open Datasets Conghui He Wei Li Zhenjiang Jin Chao Xu Bin Wang Dahua Lin AI4CE 19 11 0 04 Jun 2024
MLIP: Efficient Multi-Perspective Language-Image Pretraining with Exhaustive Data Utilization Yu Zhang Qi Zhang Zixuan Gong Yiwei Shi Yepeng Liu ... Ke Liu Kun Yi Wei Fan Liang Hu Changwei Wang CLIP VLM 61 3 0 03 Jun 2024
SLANT: Spurious Logo ANalysis Toolkit Maan Qraitem Piotr Teterwak Kate Saenko Bryan A. Plummer AAML 40 0 0 03 Jun 2024
ED-SAM: An Efficient Diffusion Sampling Approach to Domain Generalization in Vision-Language Foundation Models Thanh-Dat Truong Xin Li Bhiksha Raj Jackson Cothren Khoa Luu DiffM VLM 54 1 0 03 Jun 2024
Generalization Beyond Data Imbalance: A Controlled Study on CLIP for Transferable Insights Xin Wen Bingchen Zhao Yilun Chen Jiangmiao Pang Xiaojuan Qi 35 3 0 31 May 2024
Kaleido Diffusion: Improving Conditional Diffusion Models with Autoregressive Latent Modeling Jiatao Gu Ying Shen Shuangfei Zhai Yizhe Zhang Navdeep Jaitly J. Susskind 49 9 0 31 May 2024
DeCo: Decoupling Token Compression from Semantic Abstraction in Multimodal Large Language Models Linli Yao Lei Li Shuhuai Ren Lean Wang Yuanxin Liu Xu Sun Lu Hou 35 28 0 31 May 2024
Ovis: Structural Embedding Alignment for Multimodal Large Language Model Shiyin Lu Yang Li Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Han-Jia Ye VLM MLLM 53 36 0 31 May 2024
Information Theoretic Text-to-Image Alignment Chao Wang Giulio Franzese A. Finamore Massimo Gallo Pietro Michiardi 72 0 0 31 May 2024
Slight Corruption in Pre-training Data Makes Better Diffusion Models Hao Chen Yujin Han Diganta Misra Xiang Li Kai Hu Difan Zou Masashi Sugiyama Jindong Wang Bhiksha Raj DiffM 47 5 0 30 May 2024
Don't drop your samples! Coherence-aware training benefits Conditional diffusion Nicolas Dufour Victor Besnier Vicky Kalogeiton David Picard DiffM 59 2 0 30 May 2024
CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning Yiping Wang Yifang Chen Wendan Yan Alex Fang Wenjing Zhou Kevin G. Jamieson S. Du 36 7 0 29 May 2024
Evaluating Vision-Language Models on Bistable Images Artemis Panagopoulou Coby Melkin Chris Callison-Burch 49 0 0 29 May 2024
Multi-Modal Generative Embedding Model Feipeng Ma Hongwei Xue Guangting Wang Yizhou Zhou Fengyun Rao Shilin Yan Yueyi Zhang Siying Wu Mike Zheng Shou Xiaoyan Sun VLM 39 3 0 29 May 2024
Reasoning3D -- Grounding and Reasoning in 3D: Fine-Grained Zero-Shot Open-Vocabulary 3D Reasoning Part Segmentation via Large Vision-Language Models Tianrun Chen Chunan Yu Jing Li Jianqi Zhang Lanyun Zhu Deyi Ji Yong Zhang Ying Zang Zejian Li Lingyun Sun LRM 49 9 0 29 May 2024
ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron Pruning Ruchika Chavhan Da Li Timothy M. Hospedales 41 15 0 29 May 2024
Benchmarking and Improving Detail Image Caption Hongyuan Dong Jiawen Li Bohong Wu Jiacong Wang Yuan Zhang Haoyuan Guo VLM MLLM 35 16 0 29 May 2024
Dataset Growth Ziheng Qin Zhaopan Xu Yukun Zhou Zangwei Zheng Zebang Cheng ... Xiaojiang Peng Radu Timofte Hongxun Yao Kai Wang Yang You DD 27 0 0 28 May 2024
The Evolution of Multimodal Model Architectures S. Wadekar Abhishek Chaurasia Aman Chadha Eugenio Culurciello 43 14 0 28 May 2024
Privacy-Aware Visual Language Models Laurens Samson Nimrod Barazani S. Ghebreab Yukiyasu Asano PILM VLM 44 1 0 27 May 2024
Multilingual Diversity Improves Vision-Language Representations Thao Nguyen Matthew Wallingford Sebastin Santy Wei-Chiu Ma Sewoong Oh Ludwig Schmidt Pang Wei Koh Ranjay Krishna VLM 37 5 0 27 May 2024
Greedy Growing Enables High-Resolution Pixel-Based Diffusion Models C. N. Vasconcelos Abdullah Rashwan Austin Waters Trevor Walker Keyang Xu Jimmy Yan ... Wenlei Zhou Kevin Swersky David J. Fleet Jason Baldridge Oliver Wang 44 3 0 27 May 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping-Chia Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 49 36 0 26 May 2024
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models Byung-Kwan Lee Chae Won Kim Beomchan Park Yonghyun Ro MLLM LRM 38 18 0 24 May 2024
DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception Run Luo Yunshui Li Longze Chen Wanwei He Ting-En Lin ... Zikai Song Xiaobo Xia Tongliang Liu Min Yang Binyuan Hui VLM DiffM 75 15 0 24 May 2024
UDKAG: Augmenting Large Vision-Language Models with Up-to-Date Knowledge Chuanhao Li Zhen Li Chenchen Jing Shuo Liu Wenqi Shao Yuwei Wu Ping Luo Yu Qiao Kaipeng Zhang ELM 29 3 0 23 May 2024