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Restructure targeted comparison tables and method names

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Xin Wang
2026-09-24 18:38:51 +08:00
parent bdb0397b75
commit 80f270a30a
2 changed files with 71 additions and 42 deletions
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manuscript/targeted/tables_compact.tex
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@@ -1,13 +1,11 @@
% Active result tables. A dash denotes an unreported or unmeasured value.
\begin{table*}[t]
\caption{Dense future-activity mAP (\%) by prediction horizon. EasyCom
scores use Sessions~1--3; the complete ten-horizon curves are reported for
EgoSpeak, $\G+\A$, and F3. Other archived screens provide only 0.2-s and
ten-horizon mean scores, so intermediate cells are not interpolated.
Ego4D transfer is pending. Mean averages all ten horizons, including where
the individual values are unavailable. F3 and the fusion rows are exploratory
seed-0 runs; F1 reports a three-seed mean. These rows are not all
capacity- or training-matched.}
\caption{Dense future-activity mAP (\%) at ten horizons on EasyCom and
Ego4D. Each dataset has the same four-method comparison. EasyCom values
are measured on Sessions~1--3; $\G$ has only archived 0.2-s and mean
scores, and SVA awaits evaluation. Ego4D scores are pending. Dashes are unreported or unmeasured,
not zero; intermediate scores are never interpolated. The available Omni
rows are exploratory and not all training-matched.}
\label{tab:main}
\centering\ninept
\renewcommand{\arraystretch}{0.91}
@@ -19,20 +17,39 @@ Dataset / model & .2 & .4 & .6 & .8 & 1.0 & 1.2 & 1.4 & 1.6 & 1.8 & 2.0 & Mean \
\midrule
\multicolumn{12}{@{}l}{\emph{EasyCom (measured)}} \\
EgoSpeak A+V & 74.20 & 68.35 & 64.31 & 61.13 & 59.77 & 58.81 & 57.50 & 57.09 & 55.95 & 54.82 & 61.19 \\
Recent $\A$ & 79.69 & -- & -- & -- & -- & -- & -- & -- & -- & -- & 60.51 \\
Omni $\G$ & 73.45 & -- & -- & -- & -- & -- & -- & -- & -- & -- & 60.85 \\
$\G+\A$ & 81.72 & 75.92 & 70.38 & 66.46 & 63.81 & 61.37 & 60.00 & 58.32 & 56.95 & 56.16 & 65.11 \\
$\G+\A+$pooled-$\V$ & 82.03 & -- & -- & -- & -- & -- & -- & -- & -- & -- & 65.40 \\
Full-frame F3 & 82.38 & 76.42 & 70.78 & 66.35 & 63.93 & 61.87 & 60.41 & 59.11 & 57.61 & 56.53 & 65.54 \\
Person-set F1 & 81.78 & -- & -- & -- & -- & -- & -- & -- & -- & -- & 64.95 \\
Omni $\G+\A$ & 81.72 & 75.92 & 70.38 & 66.46 & 63.81 & 61.37 & 60.00 & 58.32 & 56.95 & 56.16 & 65.11 \\
Omni $\G+\A+\mathrm{SVA}$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
\midrule
\multicolumn{12}{@{}l}{\emph{Ego4D (transfer pending)}} \\
EgoSpeak A+V & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
Omni $\G$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
$\G+\A$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
Omni $\G+\A$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
Omni $\G+\A+\mathrm{SVA}$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
\bottomrule
\end{tabular*}
\end{table*}
\begin{table}[t]
\caption{EasyCom visual-encoding screens (\%). Branch names are defined
in Sec.~\ref{sec:method}. Available rows are exploratory and not
capacity- or training-matched.}
\label{tab:visual}
\centering\ninept
\renewcommand{\arraystretch}{0.92}
\setlength{\tabcolsep}{4pt}
\begin{tabular}{@{}lcc@{}}
\toprule
Visual branch on $\G+\A$ & mAP$_{.2}$ & Mean \\
\midrule
None & 81.72 & 65.11 \\
Pool & 82.03 & 65.40 \\
SVA & -- & -- \\
TSVA & 82.38 & 65.54 \\
\bottomrule
\end{tabular}
\end{table}
\begin{table}[t]
\caption{EasyCom privileged past-activity audit (\%). Three-seed mean
$\pm$ sample SD. The extra activity cues are not deployable inputs; W is