Author

E. Nascimento

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Preprint Aug 2026

Evaluating 2D and 3D-Aware Vision Foundation Models for Vehicle Attribute Recognition

Vehicle attribute recognition is an important task in intelligent transportation systems, particularly when Automatic License Plate Recognition (ALPR) is unavailable or unreliable. Although vision foundation models have shown strong transferability across domains, their effectiveness for fine-grained vehicle classifica...

Alexandre V. Delazeri, G. E. Lima, E. Nascimento 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