Active learning for annotation-free spacecraft detection via VLM knowledge distillation
Reliable spacecraft detection remains difficult due to scarce labels in extreme visual conditions, while most existing annotation-free pipelines produce indiscriminate pseudo-labeling. We propose an annotation-free detection framework that combines Vision Language Model (VLM)-based Grounded SAM 2 pseudo-labeling with a...