4 citations · 7 across the 5 of their papers we have counts for
5 papers
On the Role of Visual Grounding in VQA
Daniel Reich, Tanja Schultz
Visual Grounding (VG) in VQA refers to a model's proclivity to infer answers based on question-relevant image regions. Conceptually, VG identifies as an axiomatic requirement of th…
Uncovering the Full Potential of Visual Grounding Methods in VQA
Daniel Reich, Tanja Schultz
Visual Grounding (VG) methods in Visual Question Answering (VQA) attempt to improve VQA performance by strengthening a model's reliance on question-relevant visual information. The…
Measuring Faithful and Plausible Visual Grounding in VQA
Daniel Reich, Felix Putze, Tanja Schultz
Metrics for Visual Grounding (VG) in Visual Question Answering (VQA) systems primarily aim to measure a system's reliance on relevant parts of the image when inferring an answer to…
Visually Grounded VQA by Lattice-based Retrieval
Daniel Reich, Felix Putze, Tanja Schultz
Visual Grounding (VG) in Visual Question Answering (VQA) systems describes how well a system manages to tie a question and its answer to relevant image regions. Systems with strong…
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs
Daniel Reich, Felix Putze, Tanja Schultz
With the expressed goal of improving system transparency and visual grounding in the reasoning process in VQA, we present a modular system for the task of compositional VQA based o…