44 citations · 190 across the 27 of their papers we have counts for
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Relaxed Earth Mover's Distances for Chain- and Tree-connected Spaces and their use as a Loss Function in Deep Learning
Manuel Martinez, Monica Haurilet, Ziad Al-Halah +2
The Earth Mover's Distance (EMD) computes the optimal cost of transforming one distribution into another, given a known transport metric between them. In deep learning, the EMD los…
Recovering the Missing Link: Predicting Class-Attribute Associations for Unsupervised Zero-Shot Learning
Ziad Al-Halah, Makarand Tapaswi, Rainer Stiefelhagen
Collecting training images for all visual categories is not only expensive but also impractical. Zero-shot learning (ZSL), especially using attributes, offers a pragmatic solution…
How to Transfer? Zero-Shot Object Recognition via Hierarchical Transfer of Semantic Attributes
Ziad Al-Halah, Rainer Stiefelhagen
Attribute based knowledge transfer has proven very successful in visual object analysis and learning previously unseen classes. However, the common approach learns and transfers at…