CoCa: Contrastive Captioners are Image-Text Foundation Models

4 May 2022

Mojtaba Seyedhosseini

Papers citing "CoCa: Contrastive Captioners are Image-Text Foundation Models"

50 / 910 papers shown

Title
Statistical Foundation Behind Machine Learning and Its Impact on Computer Vision Lei Zhang H. Shum VLM SSL 8 2 0 06 Sep 2022
Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification Yuxiang Zhang Mengmeng Zhang Wei Li Shuai Wang Ran Tao VLM 24 106 0 06 Sep 2022
Design of the topology for contrastive visual-textual alignment Zhun Sun 25 1 0 05 Sep 2022
Generalization in Neural Networks: A Broad Survey Chris Rohlfs OOD AI4CE 11 6 0 04 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 215 1,277 0 02 Sep 2022
Topic Detection in Continuous Sign Language Videos Álvaro Budria Laia Tarrés Gerard I. Gállego Francesc Moreno-Noguer Jordi Torres Xavier Giró-i-Nieto SLR VLM 28 1 0 01 Sep 2022
Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment Mustafa Shukor Guillaume Couairon Matthieu Cord VLM CLIP 19 26 0 29 Aug 2022
Overparameterization from Computational Constraints Sanjam Garg S. Jha Saeed Mahloujifar Mohammad Mahmoody Mingyuan Wang 15 1 0 27 Aug 2022
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks Wenhui Wang Hangbo Bao Li Dong Johan Bjorck Zhiliang Peng ... Kriti Aggarwal O. Mohammed Saksham Singhal Subhojit Som Furu Wei MLLM VLM ViT 11 625 0 22 Aug 2022
Improved Image Classification with Token Fusion Keong-Hun Choi Jin-Woo Kim Yaolong Wang J. Ha ViT 12 0 0 19 Aug 2022
MILAN: Masked Image Pretraining on Language Assisted Representation Zejiang Hou Fei Sun Yen-kuang Chen Yuan Xie S. Kung ViT 13 66 0 11 Aug 2022
Patching open-vocabulary models by interpolating weights Gabriel Ilharco Mitchell Wortsman S. Gadre Shuran Song Hannaneh Hajishirzi Simon Kornblith Ali Farhadi Ludwig Schmidt VLM KELM 14 166 0 10 Aug 2022
Self-supervised Multi-modal Training from Uncurated Image and Reports Enables Zero-shot Oversight Artificial Intelligence in Radiology Sangjoon Park Eunha Lee Kyung Sook Shin Jeonghyeon Lee Jong Chul Ye 15 2 0 10 Aug 2022
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Di Wang Qiming Zhang Yufei Xu Jing Zhang Bo Du Dacheng Tao L. Zhang 20 234 0 08 Aug 2022
Prompt Tuning for Generative Multimodal Pretrained Models Han Yang Junyang Lin An Yang Peng Wang Chang Zhou Hongxia Yang VLM LRM VPVLM 32 30 0 04 Aug 2022
Masked Vision and Language Modeling for Multi-modal Representation Learning Gukyeong Kwon Zhaowei Cai Avinash Ravichandran Erhan Bas Rahul Bhotika Stefano Soatto 22 66 0 03 Aug 2022
Multimodal Open-Vocabulary Video Classification via Pre-Trained Vision and Language Models Rui Qian Yeqing Li Zheng Xu Ming Yang Serge J. Belongie Yin Cui VLM 30 22 0 15 Jul 2022
Convolutional Bypasses Are Better Vision Transformer Adapters Shibo Jie Zhi-Hong Deng VPVLM 10 129 0 14 Jul 2022
Distance Learner: Incorporating Manifold Prior to Model Training Aditya Chetan Nipun Kwatra 11 1 0 14 Jul 2022
Revisiting Classifier: Transferring Vision-Language Models for Video Recognition Wenhao Wu Zhun Sun Wanli Ouyang VLM 87 93 0 04 Jul 2022
ST-Adapter: Parameter-Efficient Image-to-Video Transfer Learning Junting Pan Ziyi Lin Xiatian Zhu Jing Shao Hongsheng Li 6 188 0 27 Jun 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation Jiahui Yu Yuanzhong Xu Jing Yu Koh Thang Luong Gunjan Baid ... Zarana Parekh Xin Li Han Zhang Jason Baldridge Yonghui Wu EGVM 64 1,057 0 22 Jun 2022
REVECA -- Rich Encoder-decoder framework for Video Event CAptioner Jaehyuk Heo YongGi Jeong Sunwoo Kim Jaehee Kim Pilsung Kang 18 0 0 18 Jun 2022
Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks Jiasen Lu Christopher Clark Rowan Zellers Roozbeh Mottaghi Aniruddha Kembhavi ObjD VLM MLLM 36 391 0 17 Jun 2022
BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning Xiao Xu Chenfei Wu Shachar Rosenman Vasudev Lal Wanxiang Che Nan Duan 40 64 0 17 Jun 2022
MixGen: A New Multi-Modal Data Augmentation Xiaoshuai Hao Yi Zhu Srikar Appalaraju Aston Zhang Wanqian Zhang Boyang Li Mu Li VLM 17 80 0 16 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
Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEs Jinguo Zhu Xizhou Zhu Wenhai Wang Xiaohua Wang Hongsheng Li Xiaogang Wang Jifeng Dai MoMe MoE 13 65 0 09 Jun 2022
Neural Collapse: A Review on Modelling Principles and Generalization Vignesh Kothapalli 19 69 0 08 Jun 2022
Multimodal Contrastive Learning with LIMoE: the Language-Image Mixture of Experts Basil Mustafa C. Riquelme J. Puigcerver Rodolphe Jenatton N. Houlsby VLM MoE 28 183 0 06 Jun 2022
Delving into the Openness of CLIP Shuhuai Ren Lei Li Xuancheng Ren Guangxiang Zhao Xu Sun VLM 12 13 0 04 Jun 2022
Visual Clues: Bridging Vision and Language Foundations for Image Paragraph Captioning Yujia Xie Luowei Zhou Xiyang Dai Lu Yuan Nguyen Bach Ce Liu Michael Zeng VLM MLLM 26 28 0 03 Jun 2022
VL-BEiT: Generative Vision-Language Pretraining Hangbo Bao Wenhui Wang Li Dong Furu Wei VLM 8 44 0 02 Jun 2022
Prefix Conditioning Unifies Language and Label Supervision Kuniaki Saito Kihyuk Sohn X. Zhang Chun-Liang Li Chen-Yu Lee Kate Saenko Tomas Pfister VLM CLIP 22 15 0 02 Jun 2022
Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-training Yan Zeng Wangchunshu Zhou Ao Luo Ziming Cheng Xinsong Zhang VLM 9 30 0 01 Jun 2022
MaskOCR: Text Recognition with Masked Encoder-Decoder Pretraining Pengyuan Lyu Chengquan Zhang Shanshan Liu Meina Qiao Yangliu Xu Liang Wu Kun Yao Junyu Han Errui Ding Jingdong Wang 24 42 0 01 Jun 2022
Multimodal Masked Autoencoders Learn Transferable Representations Xinyang Geng Hao Liu Lisa Lee Dale Schuurams Sergey Levine Pieter Abbeel 24 113 0 27 May 2022
GIT: A Generative Image-to-text Transformer for Vision and Language Jianfeng Wang Zhengyuan Yang Xiaowei Hu Linjie Li Kevin Qinghong Lin Zhe Gan Zicheng Liu Ce Liu Lijuan Wang VLM 27 524 0 27 May 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 34 5,743 0 23 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 172 11 0 19 May 2022
When does dough become a bagel? Analyzing the remaining mistakes on ImageNet Vijay Vasudevan Benjamin Caine Raphael Gontijo-Lopes Sara Fridovich-Keil Rebecca Roelofs VLM UQCV 23 57 0 09 May 2022
Unlocking High-Accuracy Differentially Private Image Classification through Scale Soham De Leonard Berrada Jamie Hayes Samuel L. Smith Borja Balle 14 213 0 28 Apr 2022
CLIP-Dissect: Automatic Description of Neuron Representations in Deep Vision Networks Tuomas P. Oikarinen Tsui-Wei Weng VLM 7 81 1 23 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
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 24 906 1 10 Mar 2022
Geodesic Multi-Modal Mixup for Robust Fine-Tuning Changdae Oh Junhyuk So Hoyoon Byun Yongtaek Lim Minchul Shin Jong-June Jeon Kyungwoo Song 21 24 0 08 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 4,010 0 28 Jan 2022
Problem-dependent attention and effort in neural networks with applications to image resolution and model selection Chris Rohlfs 14 4 0 05 Jan 2022
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