Author

S. Silva

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Preprint Sep 2026

A Benchmark for Vehicle Attribute Classification in Cross-Domain Surveillance Scenarios

Vehicle attribute analysis is a key component of Intelligent Transportation Systems (ITS), supporting applications such as vehicle identification, traffic monitoring, and forensic investigation. However, models trained under controlled conditions often degrade in real surveillance scenarios due to changes in viewpoint,...

S. Silva, Otavio T. Remer, G. E. Lima et al. · 0 citations

Preprint Aug 2026

VeriCam: A Verification Baseline for the Classification of Unknown Data

The advent of foundation models have enabled a new era in zero-shot classification. Yet, key challenges persist. Despite their impressive generalization power that leverages the immense pre-training knowledge, both foundation models for image and text as well as vision-text hybrids lack the representational power neede...

L. Wojcik, G. E. Lima, S. Silva et al. · 0 citations