# Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing

> Research article (2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021) · cited 40× · AI/ML

**Wikidata**: [openalex:W3171841353](https://www.wikidata.org/wiki/openalex:W3171841353)  
**Source**: https://4ort.xyz/entity/perception-matters-detecting-perception-failures-of-vqa-models-using-metamorphic-testing