2 citations · 4 across the 3 of their papers we have counts for
3 papers · 1 filter
Label Propagation for Zero-shot Classification with Vision-Language Models
Vladan Stojnić, Yannis Kalantidis, Giorgos Tolias
Vision-Language Models (VLMs) have demonstrated impressive performance on zero-shot classification, i.e. classification when provided merely with a list of class names. In this pap…
Training Ensembles with Inliers and Outliers for Semi-supervised Active Learning
Vladan Stojnić, Zakaria Laskar, Giorgos Tolias
Deep active learning in the presence of outlier examples poses a realistic yet challenging scenario. Acquiring unlabeled data for annotation requires a delicate balance between avo…
Do we still need ImageNet pre-training in remote sensing scene classification?
Vladimir Risojević, Vladan Stojnić
Due to the scarcity of labeled data, using supervised models pre-trained on ImageNet is a de facto standard in remote sensing scene classification. Recently, the availability of la…