Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data
Quality over Quantity

Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity

18 March 2024

Siddharth Joshi

Ali Payani

Baharan Mirzasoleiman

Papers citing "Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity"

9 / 9 papers shown

Title
MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation S. Joshi Besmira Nushi Vidhisha Balachandran Varun Chandrasekaran Vibhav Vineet Neel Joshi Baharan Mirzasoleiman MLLM VLM 38 0 0 07 Jan 2025
CSA: Data-efficient Mapping of Unimodal Features to Multimodal Features Po-han Li Sandeep P. Chinchali Ufuk Topcu 28 1 0 10 Oct 2024
Look Around and Find Out: OOD Detection with Relative Angles Berker Demirel Marco Fumero Francesco Locatello 14 0 0 06 Oct 2024
Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-Training of Deep Networks S. Joshi Jiayi Ni Baharan Mirzasoleiman DD 65 2 0 03 Oct 2024
Sketchy Moment Matching: Toward Fast and Provable Data Selection for Finetuning Yijun Dong Hoang Phan Xiang Pan Qi Lei 35 4 0 08 Jul 2024
A Survey on Data Quality Dimensions and Tools for Machine Learning Yuhan Zhou Fengjiao Tu Kewei Sha Junhua Ding Haihua Chen 28 1 0 28 Jun 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 32 7 0 29 May 2024
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 845 0 17 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 293 2,875 0 11 Feb 2021