Condense targeted analysis tables

This commit is contained in:
Xin Wang
2026-09-24 18:57:21 +08:00
parent e0cb06198a
commit 8f660d979c
2 changed files with 26 additions and 42 deletions
+12 -12
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@@ -327,8 +327,8 @@ Completed blocks + observed tail & 70.85 & 59.17 & -- \\
\fi \fi
\begin{table}[t] \begin{table}[t]
\caption{Pending paired $\G\rightarrow\G+\A$ transfer (unmeasured). \caption{Pending paired $\G\rightarrow\G+\A$ comparison on EasyCom
EC is EasyCom; MiniCPM first needs readout/refresh/history audits.} across Qwen2.5-Omni backbone sizes (unmeasured).}
\label{tab:backbone} \label{tab:backbone}
\centering\normalsize \centering\normalsize
\setlength{\tabcolsep}{3pt} \setlength{\tabcolsep}{3pt}
@@ -336,10 +336,8 @@ EC is EasyCom; MiniCPM first needs readout/refresh/history audits.}
\toprule \toprule
Backbone & $\G$ & $\G+\A$ & $\Delta$ \\ Backbone & $\G$ & $\G+\A$ & $\Delta$ \\
\midrule \midrule
EC: Omni 3B & -- & -- & -- \\ Omni 3B & -- & -- & -- \\
EC: Omni 7B & -- & -- & -- \\ Omni 7B & -- & -- & -- \\
EC: MiniCPM-o 4.5 & -- & -- & -- \\
Ego4D: Omni 3B & -- & -- & -- \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
\end{table} \end{table}
@@ -508,14 +506,16 @@ shared GRU, while head capacity and training batch differ; raw boundary
metrics and repeat seeds are unavailable. Thus the +0.66/+0.43-point metrics and repeat seeds are unavailable. Thus the +0.66/+0.43-point
difference does not isolate visual motion or floor behavior. difference does not isolate visual motion or floor behavior.
The analysis-only audit in Table~\ref{tab:oracle} substitutes two seconds The lower block of Table~\ref{tab:visual} is an analysis-only audit that
substitutes two seconds
of transcript-derived, strictly past visible-person activity on the 5-Hz of transcript-derived, strictly past visible-person activity on the 5-Hz
grid. It tests visibility alone, per-person histories, shuffled identities, grid. The displayed conditions test visibility alone, a one-second delay,
a one-second delay, and OR-pooled activity. These privileged labels are and OR-pooled activity. These privileged labels are
neither deployable visual features nor a performance upper bound. neither deployable visual features nor a performance upper bound.
Aggregate visible The three-seed audio baseline is 81.87\% at 0.2~s and 65.18\% mean mAP;
activity improves over the audio baseline by 4.826 points at 0.2~s and 1.775 aggregate visible activity improves on it by 4.826 and 1.775 points,
mean-mAP points. Visibility alone changes mean mAP by only +0.040, and respectively.
Visibility alone changes mean mAP by only +0.040, and
one-second-delayed activity by +0.164. Thus availability or extra parameters one-second-delayed activity by +0.164. Thus availability or extra parameters
cannot explain the oracle gain. Per-person activity exceeds shuffled identity cannot explain the oracle gain. Per-person activity exceeds shuffled identity
by only 0.200 mean-mAP points and is itself 0.291 below the aggregate by only 0.200 mean-mAP points and is itself 0.291 below the aggregate
+14 -30
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@@ -31,43 +31,27 @@ Omni $\G+\A+\mathrm{SVA}$ & -- & -- & -- & -- & -- & -- & -- & -- & -- & -- & --
\end{table*} \end{table*}
\begin{table}[t] \begin{table}[t]
\caption{EasyCom visual-encoding screens (\%). Branch names are defined \caption{EasyCom local-vision and information-audit screens (\%). The
in Sec.~\ref{sec:method}. Available rows are exploratory and not upper rows are exploratory encoder-based runs; the lower rows use
capacity- or training-matched.} non-deployable past activity (three-seed mean $\pm$ SD). Their training
protocols differ, so cross-section differences are not matched effects.
Branch names are defined in Sec.~\ref{sec:method}.}
\label{tab:visual} \label{tab:visual}
\centering\ninept \centering\ninept
\renewcommand{\arraystretch}{0.92} \renewcommand{\arraystretch}{0.92}
\setlength{\tabcolsep}{4pt} \setlength{\tabcolsep}{3pt}
\begin{tabular}{@{}lcc@{}} \begin{tabular}{@{}lcc@{}}
\toprule \toprule
Visual branch on $\G+\A$ & mAP$_{.2}$ & Mean \\ Condition & mAP$_{.2}$ & Mean \\
\midrule \midrule
None & 81.72 & 65.11 \\ $\G+\A$ & 81.72 & 65.11 \\
Pool & 82.03 & 65.40 \\ $\G+\A+$Pool & 82.03 & 65.40 \\
SVA & -- & -- \\ $\G+\A+$SVA & -- & -- \\
TSVA & 82.38 & 65.54 \\ $\G+\A+$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
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 \midrule
Audio baseline & $81.87{\pm}.05$ & $85.26{\pm}.11$ & $65.18{\pm}.06$ \\ Visibility only & $81.95{\pm}.10$ & $65.22{\pm}.05$ \\
Visibility only & $81.95{\pm}.10$ & $85.20{\pm}.14$ & $65.22{\pm}.05$ \\ Delayed 1 s & $81.95{\pm}.09$ & $65.34{\pm}.05$ \\
Delayed 1 s & $81.95{\pm}.09$ & $85.27{\pm}.14$ & $65.34{\pm}.05$ \\ Visible OR & $\mathbf{86.70{\pm}.09}$ & $\mathbf{66.95{\pm}.02}$ \\
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 \bottomrule
\end{tabular} \end{tabular}
\end{table} \end{table}