Tuned HOG nearly matches the best frozen deep features for mirror-symmetry scoring (~0.03 skill gap) at ~300× lower CPU cost; discrimination lives in mid-scale oriented features.
Accurate Robust Symmetry Estimation
1 Pith paper cite this work, alongside 21 external citations. Polarity classification is still indexing.
1
Pith paper citing it
21
external citations · OpenAlex
fields
cs.CV 1years
2026 1verdicts
ACCEPT 1representative citing papers
citing papers explorer
-
Classical versus Deep Mirror-Symmetry Scoring: A Benchmark of Thirteen Methods
Tuned HOG nearly matches the best frozen deep features for mirror-symmetry scoring (~0.03 skill gap) at ~300× lower CPU cost; discrimination lives in mid-scale oriented features.