Reviews: Transductive Zero-Shot Learning with Visual Structure Constraint
–Neural Information Processing Systems
Strength: - The paper proposes an interesting and novel approach for transductive zero-shot learning. It would be great to also include zero shot performance on ImageNet (this is most likely missing as there are not attribute annotations for ImageNet, but the approach does not seem to be limited to attributes for transfer) 1.2. It would be interesting to quantitatively compare to [31] and [34] as ablations of the author's appraoch from which authors took inspiration. The authors claim in the reproducibility checklist to have "Clearly defined error bars" and "A description of results with central tendency (e.g. The paper misses to discuss (qualitatively and quantitatively) recent related work including [A].
Neural Information Processing Systems
Jan-24-2025, 00:53:13 GMT