Comparative Performance and Parameter-Efficient Adaptation of DINOv2 for Active Trachoma Classification

arXiv:2609.23832 · cs.CV · Submitted 2026-09-20 · Read on arXiv

cs.CV

Submitted: 2026-09-20

Updated: 2026-09-20

Code: https://github.com/HadushHailu/active

Terminology

Accuracy — 21× in this paper · explained in 1 episode
Adaptation — 14× in this paper · explained in 1 episode
AUC — 13× in this paper · explained in 2 episodes
Transformer — 9× in this paper · explained in 2 episodes
Benchmark — 7× in this paper · explained in 2 episodes
Ablation — 6× in this paper · explained in 1 episode
Calibration — 2× in this paper · explained in 7 episodes
Feature Selection — 2× in this paper · explained in 4 episodes
Alignment — 1× in this paper · explained in 1 episode
Attention Mechanism — 1× in this paper · explained in 3 episodes
DINOv2 with Efficient Channel Attention — 1× in this paper
Distillation — 1× in this paper · explained in 2 episodes
External Validation — 1× in this paper · explained in 2 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
Loss Function — 1× in this paper · explained in 2 episodes
Parameter Efficiency — 1× in this paper · explained in 3 episodes
Regularization — 1× in this paper · explained in 3 episodes
Self-Distillation — 1× in this paper · explained in 7 episodes
Self-Supervised Learning — 1× in this paper · explained in 8 episodes
Trachomatous Inflammation Follicular — 1× in this paper
Trachomatous Inflammation Intense — 1× in this paper

Sources

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