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cs.CV2025
Robust Canonicalization through Bootstrapped Data Re-Alignment
Johann Schmidt, Sebastian Stober
Fine-grained visual classification (FGVC) tasks, such as insect and bird identification, demand sensitivity to subtle visual cues while remaining robust to spatial transformations.…
cs.CV2025
Saccadic Vision for Fine-Grained Visual Classification
Johann Schmidt, Sebastian Stober, Joachim Denzler +1
Fine-grained visual classification (FGVC) requires distinguishing between visually similar categories through subtle, localized features - a task that remains challenging due to hi…
cs.CV2025
Geometrically Constrained and Token-Based Probabilistic Spatial Transformers
Johann Schmidt, Sebastian Stober, Tom Siegl +1
Spatial transformations such as rotation and scale obscure the morphological cues needed for accurate image classification. Careful consideration is required for reliable use in hi…