5 citations · 5 across the 4 of their papers we have counts for
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Are We Measuring Anticipation? Auditing Privileged Information in Procedural Video Evaluation
Mahsa Mohammadi, Sareh Rowlands
Benchmark scores license claims about the capabilities being evaluated. We audit the inference licensed by an evaluation protocol, rather than the predictive model alone. Using pro…
Language-Augmented Video Action Anticipation: Design Fundamentals, Benchmarks, and Open Challenges
Mahsa Mohammadi, Zeyu Fu, Sareh Rowlands
Action anticipation predicts future human actions from partial video under incomplete context and temporal uncertainty. Recent systems introduce large language models (LLMs), visio…
Reliable Egocentric Action Anticipation via Temporal Reliability Suppression and Compositional Graph Decoding
Mahsa Mohammadi, Sareh Rowlands
Wearable action anticipation systems must remain reliable despite missing frames, masking, and sensor noise, yet existing egocentric anticipation methods largely assume clean obser…
Bridging Domain Gaps for Fine-Grained Moth Classification Through Expert-Informed Adaptation and Foundation Model Priors
Ross J Gardiner, Guillaume Mougeot, Sareh Rowlands +3
Labelling images of Lepidoptera (moths) from automated camera systems is vital for understanding insect declines. However, accurate species identification is challenging due to dom…