101 lines
3.9 KiB
TeX
101 lines
3.9 KiB
TeX
% 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.}
|
|
\label{tab:main}
|
|
\centering\ninept
|
|
\renewcommand{\arraystretch}{0.91}
|
|
\begin{tabular*}{\textwidth}{@{\extracolsep{\fill}}lccccccccccc@{}}
|
|
\toprule
|
|
& \multicolumn{10}{c}{Prediction horizon (s)} & \\
|
|
\cmidrule(lr){2-11}
|
|
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 \\
|
|
\midrule
|
|
\multicolumn{12}{@{}l}{\emph{Ego4D (transfer pending)}} \\
|
|
Omni $\G$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
|
|
$\G+\A$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- \\
|
|
\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
|
|
wearer AP at 0.2~s.}
|
|
\label{tab:oracle}
|
|
\centering\ninept
|
|
\renewcommand{\arraystretch}{0.92}
|
|
\setlength{\tabcolsep}{3pt}
|
|
\begin{tabular}{@{}lccc@{}}
|
|
\toprule
|
|
Extra condition & mAP$_{.2}$ & W$_{.2}$ & Mean \\
|
|
\midrule
|
|
Audio baseline & $81.87{\pm}.05$ & $85.26{\pm}.11$ & $65.18{\pm}.06$ \\
|
|
Visibility only & $81.95{\pm}.10$ & $85.20{\pm}.14$ & $65.22{\pm}.05$ \\
|
|
Delayed 1 s & $81.95{\pm}.09$ & $85.27{\pm}.14$ & $65.34{\pm}.05$ \\
|
|
Shuffled IDs & $85.92{\pm}.09$ & $85.58{\pm}.25$ & $66.46{\pm}.09$ \\
|
|
Per-person & $86.27{\pm}.18$ & $85.61{\pm}.22$ & $66.66{\pm}.14$ \\
|
|
Visible OR & $\mathbf{86.70{\pm}.09}$ & $\mathbf{85.84{\pm}.15}$ & $\mathbf{66.95{\pm}.02}$ \\
|
|
\bottomrule
|
|
\end{tabular}
|
|
\end{table}
|
|
|
|
\begin{table}[t]
|
|
\caption{Pending matched timing/context tests. Each cell will compare
|
|
$\G$ with $\G+\A$ on common cutoffs; $\Delta$ is paired mean-mAP gain.
|
|
PTR uses completed blocks plus the observed tail. Dashes are unmeasured.}
|
|
\label{tab:stream_context}
|
|
\centering\ninept
|
|
\renewcommand{\arraystretch}{0.92}
|
|
\setlength{\tabcolsep}{3pt}
|
|
\begin{tabular}{@{}llcc@{}}
|
|
\toprule
|
|
Group & Refresh / cap & $\G/\G+\A$ & $\Delta$ \\
|
|
\midrule
|
|
T & Completed hold, 8 s & --/-- & -- \\
|
|
T & PTR, 8 s & --/-- & -- \\
|
|
\midrule
|
|
C & PTR, 2 s & --/-- & -- \\
|
|
C & PTR, 4 s & --/-- & -- \\
|
|
C & PTR, 6 s & --/-- & -- \\
|
|
C & PTR, 8 s & --/-- & -- \\
|
|
C & PTR, 10 s & --/-- & -- \\
|
|
C & PTR, 12 s & --/-- & -- \\
|
|
\bottomrule
|
|
\end{tabular}
|
|
\end{table}
|
|
|
|
\begin{table}[t]
|
|
\caption{Separate seed-0 global-only chunk screen (\%): 10 epochs, 8-s cap,
|
|
2-FPS video. PTR is not extraction-matched to the other rows. Calls are
|
|
processor invocations across 12 sessions, not latency.}
|
|
\label{tab:chunk}
|
|
\centering\ninept
|
|
\renewcommand{\arraystretch}{0.95}
|
|
\setlength{\tabcolsep}{3pt}
|
|
\begin{tabular}{@{}lccc@{}}
|
|
\toprule
|
|
Global construction & mAP$_{.2}$ & Mean & Calls \\
|
|
\midrule
|
|
Native 2-s hold & 59.62 & 55.19 & 9,539 \\
|
|
200-ms commits & 67.05 & 57.84 & 95,453 \\
|
|
PTR & 70.85 & 59.17 & -- \\
|
|
\bottomrule
|
|
\end{tabular}
|
|
\end{table}
|