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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
academia openalex:W3171841353
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Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing

Summary

Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing is a scholarly article[1].

Key Facts

  • Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing's instance of is recorded as scholarly article[2].

Related Entities

Tsong Yueh Chen

References

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Direct Wikidata claims

  1. [2] ↑ . wikidata.org.

Class ancestry

  1. [1] ↑ . Wikidata. wikidata.org.

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APA 4ort.xyz Knowledge Graph. (2026). Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing. Retrieved May 24, 2026, from https://4ort.xyz/entity/perception-matters-detecting-perception-failures-of-vqa-models-using-metamorphic-testing
MLA “Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/perception-matters-detecting-perception-failures-of-vqa-models-using-metamorphic-testing.
BibTeX @misc{4ortxyz_perception-matters-detecting-perception-failures-of-vqa-models-using-metamorphic-testing_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing}}, year = {2026}, url = {https://4ort.xyz/entity/perception-matters-detecting-perception-failures-of-vqa-models-using-metamorphic-testing}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing — https://4ort.xyz/entity/perception-matters-detecting-perception-failures-of-vqa-models-using-metamorphic-testing (retrieved 2026-05-24)

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