The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better

The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better

3 January 2025

Vivek Ramanujan

Matthew Wallingford

Papers citing "The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better"

11 / 11 papers shown

Title
Towards Generating Realistic 3D Semantic Training Data for Autonomous Driving Lucas Nunes Rodrigo Marcuzzi Jens Behley C. Stachniss 3DPC 76 0 0 27 Mar 2025
Economics of Sourcing Human Data Sebastin Santy Prasanta Bhattacharya Manoel Horta Ribeiro Kelsey Allen Sewoong Oh 67 0 0 11 Feb 2025
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Arnav M. Das Gantavya Bhatt Lilly Kumari Sahil Verma J. Bilmes 29 0 0 23 Dec 2024
No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance Vishaal Udandarao Ameya Prabhu Adhiraj Ghosh Yash Sharma Philip H. S. Torr Adel Bibi Samuel Albanie Matthias Bethge VLM 109 43 0 04 Apr 2024
SynthCLIP: Are We Ready for a Fully Synthetic CLIP Training? Hasan Hammoud Hani Itani Fabio Pizzati Philip H. S. Torr Adel Bibi Bernard Ghanem CLIP VLM 110 34 0 02 Feb 2024
Neural Priming for Sample-Efficient Adaptation Matthew Wallingford Vivek Ramanujan Alex Fang Aditya Kusupati Roozbeh Mottaghi Aniruddha Kembhavi Ludwig Schmidt Ali Farhadi VLM 100 13 0 16 Jun 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 198 283 0 03 May 2023
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling Renrui Zhang Rongyao Fang Wei Zhang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 172 281 0 06 Nov 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 319 2,108 0 02 Sep 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 234 447 0 14 Jul 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020