Showing cs.CVShow all
2 papers · 1 filter
cs.CV2025
Representation-Level Counterfactual Calibration for Debiased Zero-Shot Recognition
Pei Peng, MingKun Xie, Hang Hao +2
Object-context shortcuts remain a persistent challenge in vision-language models, undermining zero-shot reliability when test-time scenes differ from familiar training co-occurrenc…
cs.CV2024
Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based Training
Ming-Kun Xie, Jia-Hao Xiao, Pei Peng +3
The key to multi-label image classification (MLC) is to improve model performance by leveraging label correlations. Unfortunately, it has been shown that overemphasizing co-occurre…