Weakly Supervised Object Detection

Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts

Weakly supervised object detection (WSOD) using only image-level annotations has attracted a growing attention over the past few years. Whereas such task is typically addressed with a domain-specific solution focused on natural images, we show that a …

Weakly Supervised Object Detection in Artworks

We propose a method for the weakly supervised detection of objects in paintings. At training time, only image-level annotations are needed. This, combined with the efficiency of our multiple-instance learning method, enables one to learn new classes …