1 citations · 1 across the 3 of their papers we have counts for
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Enhancing Conceptual Understanding in Multimodal Contrastive Learning through Hard Negative Samples
Philipp J. Rösch, Norbert Oswald, Michaela Geierhos +1
Current multimodal models leveraging contrastive learning often face limitations in developing fine-grained conceptual understanding. This is due to random negative samples during…
dacl1k: Real-World Bridge Damage Dataset Putting Open-Source Data to the Test
Johannes Flotzinger, Philipp J. Rösch, Norbert Oswald +1
Recognising reinforced concrete defects (RCDs) is a crucial element for determining the structural integrity, traffic safety and durability of bridges. However, most of the existin…
Building Inspection Toolkit: Unified Evaluation and Strong Baselines for Damage Recognition
Johannes Flotzinger, Philipp J. Rösch, Norbert Oswald +1
In recent years, several companies and researchers have started to tackle the problem of damage recognition within the scope of automated inspection of built structures. While comp…