CoCa: Contrastive Captioners are Image-Text Foundation Models

CoCa: Contrastive Captioners are Image-Text Foundation Models

4 May 2022

Vijay Vasudevan

Mojtaba Seyedhosseini

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

15 / 915 papers shown

Title
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 54 922 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 33 26 0 08 Mar 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
Problem-dependent attention and effort in neural networks with applications to image resolution and model selection Chris Rohlfs 24 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
XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For Convolutional Neural Networks Jian Sun A. P. Fard Mohammad H. Mahoor 3DPC 30 8 0 21 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 311 7,457 0 11 Nov 2021
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 180 402 0 10 Sep 2021
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Joey Tianyi Zhou Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 202 405 0 13 Jul 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 251 577 0 22 Apr 2021
A Straightforward Framework For Video Retrieval Using CLIP Jesús Andrés Portillo-Quintero J. C. Ortíz-Bayliss Hugo Terashima-Marín CLIP 324 117 0 24 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 334 3,708 0 11 Feb 2021
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Joey Tianyi Zhou MLLM 277 525 0 04 Feb 2021
The Computational Limits of Deep Learning Neil C. Thompson Kristjan Greenewald Keeheon Lee Gabriel F. Manso VLM 26 506 0 10 Jul 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 262 656 0 23 Mar 2020