Is a Caption Worth a Thousand Images? A Controlled Study for
Representation Learning

Is a Caption Worth a Thousand Images? A Controlled Study for Representation Learning

15 July 2022

Shibani Santurkar

Tatsunori Hashimoto

Papers citing "Is a Caption Worth a Thousand Images? A Controlled Study for Representation Learning"

10 / 10 papers shown

Title
Effective pruning of web-scale datasets based on complexity of concept clusters Amro Abbas E. Rusak Kushal Tirumala Wieland Brendel Kamalika Chaudhuri Ari S. Morcos VLM CLIP 21 22 0 09 Jan 2024
Few-shot Action Recognition with Captioning Foundation Models Xiang Wang Shiwei Zhang Hangjie Yuan Yingya Zhang Changxin Gao Deli Zhao Nong Sang VLM 24 7 0 16 Oct 2023
Distributionally Robust Classification on a Data Budget Ben Feuer Ameya Joshi Minh Pham C. Hegde OOD 27 2 0 07 Aug 2023
The Role of Pre-training Data in Transfer Learning R. Entezari Mitchell Wortsman O. Saukh M. Shariatnia Hanie Sedghi Ludwig Schmidt 43 20 0 27 Feb 2023
CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets Zachary Novack Julian McAuley Zachary Chase Lipton Saurabh Garg VLM 19 79 0 06 Feb 2023
CiT: Curation in Training for Effective Vision-Language Data Hu Xu Saining Xie Po-Yao (Bernie) Huang Licheng Yu Russ Howes Gargi Ghosh Luke Zettlemoyer Christoph Feichtenhofer VLM DiffM 25 24 0 05 Jan 2023
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models Zeyang Sha Zheng Li Ning Yu Yang Zhang DiffM 17 114 0 13 Oct 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 390 4,124 0 28 Jan 2022
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 303 5,773 0 29 Apr 2021
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 282 39,190 0 01 Sep 2014