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cs.CV2026
Label-efficient underwater image classification with logistic regression on frozen foundation model embeddings
Thomas Manuel Rost, Martina Figlia, F. Morgado-Dias +1
Underwater image classification is constrained by the cost of annotation and by the computational and methodological requirements of task-specific model development. We investigate…
cs.CV2026
Inference-Path Optimization via Circuit Duplication in Frozen Visual Transformers for Marine Species Classification
Thomas Manuel Rost
Automated underwater species classification is constrained by annotation cost and environmental variation that limits the transferability of fully supervised models. Recent work ha…