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VCR-Bench: A Modular Open-Source Benchmark for Video Classification Robustness
Author1, Author2, Author3, Author4, Author5
video classificationrobustnessadversarial attacksbenchmarking
2610.08936
Builder Relevance
1h ago80%
Abstract
VCR-Bench is a modular open-source benchmark framework that standardizes video classification robustness evaluation.
Reality Card
Core Claim
VCR-Bench integrates 30 video classification models, 14 adversarial attacks, and 10 defense wrappers under a common evaluation protocol, facilitating reproducibility in video classification robustness research.
Method / Result
Evaluated video classifiers on Kinetics-400, reporting metrics such as clean accuracy and attack success rate.
Limitations
The benchmark's effectiveness may be limited by the diversity of video classification models and the specific configurations used.
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