Foundation Model-oriented Robustness: Robust Image Model Evaluation with Pretrained Models

Peiyan Zhang, Haoyang Liu, Chaozhuo Li +3

Machine learning has demonstrated remarkable performance over finite datasets, yet whether the scores over the fixed benchmarks can sufficiently indicate the model's performance in…