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TRANSCRIPT
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Face-dominating expert damage effects
facesbookscupscans
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facesbookscupscans
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Stimulus Type
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Module 1Module 2
Faces Books Cups Cans
Stimulus Type
0.0
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Ave
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Faces Books Cups Cans
Stimulus Type
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0.4
0.6
0.8
1.0
Ave
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Book id task (control)
Module 1Module 2
Faces Books Cups Cans
Stimulus Type
0.0
0.2
0.4
0.6
0.8
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Ave
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Book id task (split frequencies)
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Faces Books Cups Cans
Stimulus Type
0.0
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Ave
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Face id task (control)
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Faces Books Cups Cans
Stimulus Type
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Ave
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facesbookscupscans
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% damage
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facesbookscupscans
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training errorholdout error
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Full patternsLSF patternsHSF patterns
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:+1dG�12=K12%'3S%[email protected]%'M^,K%\,KD+;gC612G';I39,/.6=Km � ,/D+12=Q1>=�;IG`1>:+;I3c,�1>39�a12C'*+MK; u f � �4eQD+;IMK;g,KD+;$3+;I,WEe#%'MKm � =$:-12G`1>=R1>%'3 %0@#5>.6T�%'M�G0.6MR1>;I=�:+M/.6&\.0,K1>Np.05>52b eQ12,/D ,KD+; ,h.0=Km9e#; ,/MK.61>3O12,�,K%Y(V;IMR@]%'MR&9f
��*+M?.63+.652b`=K12=�%6@F,KD+;�5>%qe .63+:YD-1>C'D =R(4.0,K1U.65k@]MK;IZ`*-;& *+52*+=�MR;%'3)3+;I,e#%'MRm .63-:),KD+;�3-;p.6MR;.65+@]MK;IZ`*-;3�@]%'MK&\.0,/12%'3s1>3 ,/D-;�MK;I(+MK;I=K;I3[,/.0,/12%'3 12=#NIMK1d,/1>N3+.0,/; E5>;HG';[email protected]'D =R(4.0,K1U.65@]MK;IZ[*+;3-@]%'MR& .n,/1>%638f
�?D+;S;N=�5>;p.0:+= ,/% ,e#% 34.0,/*-M/.65�,KD+;N: 5>%qe =K(4.n,/1U.05�@]MR;NHE�5>;HG';%'3 ��%6M=K*-TV%'MR:+1>3+.0,/; E5>;HG';I5?1>:+;I3[,K1 � N&)(+5>;)@]%'M�,KD+;Y=R,K1>& *+52*+=�=R;I, e#;Y*+=K;I: 123 ,/D+;I=K;S; ��(�;&);:9TV;g3+% =R*+MK(+MR1>=R;g,/D+.0,�D-1>C'DP=K(4.n,/1U.05F@]MR;
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@X.6NI;1>=W,/12Np.65252b � .6=^%6(V;IM/.0,K1>%'34.05>1��I;;r,/;=83+%0,
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; ��;I&\(+5>.6MK=123)&);5>.6MK1d,b\,K%),KD+;�; ��;=�.6T�%qG';s. 3-%'1>=Wb9NIMK1d,/;%'3Jf��?D-; &\%`:+;I5�D+.6=�. =R1>&)1>5U.0MK12,b\=KN123+C (+.6M/.6&);I,K;: @]*+3-NI,/12%'38f� �*+;�,/% =K(4.6NI; 5>12&\1d,h.0,K1>%'3-==^%6@�,/D-;$&)%`:+;& -.6&sE(+52;g@]M/.0&\;He�%'MRmk�JT+*-,�%'3+5dbPeQD-;3c,/MR%�:+*-N3-CS,KD+; (-MK%6,K%6,b`(V;\(+MK%0E(�%'MR,K1>%'34.05a,/%Y,/D-;\=R1>&)1>5U.0MK12,bP%6@ ,/D-;\(4.0MK;5212,b�:-;3+C �R%'5>:��_,K% ._(+MK%6TV;�.6MK;Q,/D-;==K*[email protected];�.0,B,KD+;�(V%'123c,N%'3 �X5>12C'Dc,/123+C NhD4.63+C';I=
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,/D-;Ib .0MK; &\.6m[1>3+C . (+*+MK;I52b9(V;IMKNI;&)1>3+.0,/12%'3 �XLr;HG`, �1>3-CS.63+: A�.6MR34.6:8� ��� � �r"_%'52:+=R,K%'3+;0� u6v'v'v �r"�%'5>:-=R,/%63+;s;I,g.65 f2� u6v6v�� �Hf �a1>3+:-1>3+C'=
%6@��^L ; �J;INI,/= 123 @X.6N.65#; ��(+MK;I=K=K12%'3�=R,/12& *+521#MK.61>=R; ,/D+;Y(�%'=K=R1>T+125>1d,b ,/D4.0, (�;%qeQ123+Cs*+( %'3P,/D+;$e�%6MKmS%6@BD+12=�.0:-G`1>=K%6M � j %`%�:�e�%'MW,/D8�
��� ��� �$@]%'*+3-: ,KD4.0, ;I&\%6,K1>%'3 Np.0,K;3-C'=s.63+: =R*+T`tR;=RC'*+=W,/;%'3 .6=gN5>12(+=K;eQD+%'=R;�&\. tR%'M�. ��1>=Qe�.6=�(+52;p.6=K.63c,/3+;I=K=�G�=IfV*-3+(+5>;%'3 �]; ��;1 � ;=K;$.63-:9:+12=KC'*-=R,�; ��(+MR;%'3-= �Hf79%'MR;OMR;
-
� �
@X.6NI1U.65F; ��(+MR;%63+=�&)1>C'Dc,�D4.pG';s. &);(O%0@ � f v � �qv6v � ��1>39%'3+;g(4.6MR,K1>NI*+5U.6MQN;12m6; �NhD+52%'=KT�;;3+:-;N);;I=_%�NIN3-CO.0,g�Bm[& .03 � =$(+MR%6,/%6,b`(+12Np.65; ��(+MR;%63+=&);%'3+.650=RNp.6521>3+C�� =K;I;^�a12C'*+MK;
� f � � @]%'MQ.63Y; �-.6&\(-5>; ��(�;%`Nhm (-MK%'(�%'=K;I:�,KD4.0, @X.6NI1U.65^; ��(+MK;I=K=K12%'3 123[,K;%'3 � MR=R,)1>3cG'%652G';I=.6(+(-M/.612=K1>3-C ,/D+;s; ��(+MK;I=K=K12%'3 1>3 ,/;IMK&)=�%6@ (+5>;%634.65>5db�NhD+%`%'=R;^.�5>.6TV;I5c@]%'M�,KD+;�; ��(+MK;I=K=K12%'38f�4%'525>%qeQ1>3+C��NhD-5>%'=RTV;IMKC � ��� � u � �n,KD+;Ib(+MR%'(V%6=K;
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� ������� � ����� ��& ��� ��� ��� ������� � � � ����� � � � � ������!�-� � �!� &��� %'*+3-Cs;I,?.05lf � ��� � ��=R;I,?%6*-,^,/%g@]*+MR,KD+;%'=RTV;IMKC � =9%6M9�Q*+=R=K;C'*+MR; � f � � �X. ��.6:-;3c,%6@_. &\%6MK(+D TV;H,e�;I;3+;I=K= .03+: @];%'3\.65>%63+C_&\%'MR(+D ,/M/.03+=K1d,/1>%63+=��[%'3+;Qe#%'*+5>:\; ��(�;%'3-=T�;I,e#;C'Dc,�; ��(V;INI,$Np.0,K;NhD =R*+T`tR;&)1>3+.0,/;)TV;H,e�;I;3 (+MR;IG`1>%6*+==R,/*-:+1>;I= �X�B,KN& *+521#e#;:+;I3[,K1 � NNI;^(+MR%�NI;T+52; ,/M/.03+=K1d,/1>%63+=F.6MK;MR;3c,/;I:g123g�r1>C'*+MR; � f u fr�3$T�%6,/D_; ��(�;&);
-
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&)%'MK(+D_,/MK.63+=R12,/12%'38� =K*-T`tR;
-
u
0.0
0.2
0.4
0.6
0.8
1.0
% id
enti
fica
tion Happiness
SurpriseFearSadness (Maudlin)DisgustAnger
H S F M D A H10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90* � ,
0
1000
2000
3000
4000
Hum
an R
T (
mill
isec
onds
)
HappinessSurpriseFearSadness (Maudlin)DisgustAnger
H S F M D A H10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90*� ,
�� �� � �� �� � � �� � � � � � � � �� � � " �� � � � � � �� � � * � � � � , - % � � � ! � �� ��� * � , � � ! � � � � � % � � � � � * � � � � �� � � � � � � � � � � �# �� ("� � � � �� � � � � � � , � � �� !� � % � � � & �� � � �� � � % %( � � �� %� � �� � � � �� %� � � � � � � "� � � � � � "� � � � � �� � � �� � � � � � � �� � � � � � � � �� � �
� � � � ( � � �� � � � ( � � � % %( � - � � ( � � � � ��� � � � � �� � �� � � � � � � � % � � � � � ( � � � �� � � ( � *� , �� � % � � � � � � ! � � "� � � � � � � ! �� � � � ��� � � � �� �� � % � � � � � � ! � � � � � � � � � � �� �� � � �� �( ��� � � � �� � � � "� � !� � � %� � � � � ( % � � * � � �� ��� � � �)( � � �� � " � � % � � �� � ��
� � � � ��� � � � � � � � � �� � � , �
-
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�3 ����(�;3+.0,/;)(4.612MK=�%0@�=W,/12& *+5>1 .652%'3+CO,KD+;Y=K1�� ,KM/.63-=K12,K1>%'3-= A�.0(+(+1>3-;3 TV;H,e�;I;3 �r1>C'*+MR; � f � f$�?D+; & .01>3 � 3-:+1>3+CY%0@ ,KD+;s; ��(�;&);C'3-1 � ENp.03[,K52bST�;I,R,/;=RN&)1>34.0,K1>%'3 (V;IMR@]%'MR& .63-N
-
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H S F M D A H9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
50
60
70
80
90
hum
an %
cor
rect
AB
X
�� �� � �� �� �� � � �� � � " �� � � � � � �� � � * � � � � , - % � � � ! � �� � "� � � � � � � & � � �� � � � * � �� , � � � � � !� � � � � � � � � � �� - � � % � � ��
� � %� � �� �� � � � � % � � � �� � � � "� � ! � � ��� � � � � � � � � �)( � � � � � !� � � � � � � � � �� � � � �� � � � �� � � � � !� � % � �� � ! � �� � � �� # � � ��� � � � � � � �� � � � �� � % � � � � " �� � ! � �� �� � � � � � � � ! %� � � ��� � � � �0 � �0 � �� � � � � � � � � ��� � � � "� � ! � � � �� � �� � � � � � �� � � �� � � � �
� ! % � � � �� � � " � �0 � � � � � �� � �0 � � � � � � � � !� � % � ��� � � �0 � � � � � �� � �0 � � � � � � � � !� � % �� � � � � � !� � � � � � � �� � �� �� � � �� �)(
� � � � � � �� � � � �� %� � � � � ( % � � � � � � � � � � � � � � � � � � ( � � � �� � � � � ��
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�a1234.65>5db'�[1>3 � ��(�;&);:�(+MR;&);3P.65258%6@�,/D+;I=K;�=R;;He ,/D-;MK;IN%'3 MK;IN.6T+5>;�:4.0,/.-f
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� ������� � �� � &(� &��������� � � �!� ����� �) ) �� "����� � � ����!�������� ���! +�������&(����La.0:+C';I,R,�.03+:9NI%'5>52;p.6C6*+;%'3(�;3 =R%'&);�%6@�,KD+;�MK;I=K*+5d,/=?%'3 Np.0,K;N%'3 � �^.65>:+;IM?;I,�.65 f2� u0v'v'v � f�8b'%'3-=3-C�l79 _ ��MR;IG';;I: =K12&\125U.6M?*+3-:+;3+C\,e�%0E�:+1>&);%634.65FN*+=R1>%'3 ,KD4.0,�,KD+; D+1>C'D`E5>;HG';I5aN; �ONm6;g�NhD-5>%'=RTV;IMKC\.63+:9��*+=R=K;I5>5F& .pbY123S(4.6MR,�MR;��4;INI,�=K1>&)1>5>.6MK1d,b\.0,Q5>%qe5>;HG';I5>=Q1>3 ,KD+;�G�12=K*4.05�=Rb`=R,K;
-
3+1d,/1>%638fF�?D+;^1>:-;p.�%0@4,/D+;I1>M�=Rb`=R,K;34.05>52b�(+MR%'(V%6=K;3+C?T�;I,e#;%63 � ,/D+; (+1���;1d,b�MK;I:+*+NH,/1>%638�'(+MR%�:+*-N3-C�=K;I(4.6M/.n,/;^52% e^E�:+1>&);%634.65c:+; E=KNIMK12(-,/12%'3+=�%0@?,/D+; @X.0N= T4.0=K;= %6@@X.6NI1U.65 ; ��(+MK;I=K=K12%'3 MR;%63 T�;3 ,/%PD+1>3c,_,/D+.0,_=K*+T[tR;N
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1>3-C .63+: ,KD+; =W,h.0,K1>=W,/1>NC'*+MR; � f � � �,/D-;P=Wb`=R,/;I& *-=K;1�;%qb';I: 123 & .63cb (-=Rb`NhD+%'52%'C'1>N
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u � v � u��cu &\.63[*4.65252bS.05>1>C63+;C6*+MK; � f � �X. �Hf\�?D+;=R,KMK%'3-C .6C'MK;I;
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�� �� � �� �� - � ! % �� � � � � � � �� � � �� � � � � � � � * � �� � � � � � % � � , � ! % � � � �� � � � �� � � � � � � � � � � � � � � ���� � � "� � � "� � � � � � � � �
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�?D+; � MK=R,^5U.pb';IM�%6@�,KD+;�&)%�:+;I5k1>=^.g=K;I,^%6@F3+;%'3=Rb`=W,/;C'Dc,�%'MK12;%'3-=: .03+: � v � 52,K;.pb';=_,/M/.01>3+;I: ,/%P=K12&\(-52bMK;I(+MK%`:+*+NI;�1d,/= 1>3+(+*�,#%63 12,K=#%6*-,/(+*�,#,KD+MK%'*-C'D .$34.6MKMR%qe NhD4.63+3-;.6*+=R1>T+52;$&);p.03+=�%0@B:+1>&);%634.65>1d,b MR;3-CA�;IT+T+1>.63O52;p.6MR3+1>3+C)MK*-5>;=�3+;I,e#%'MRm � =e#;C6D[,K=s:+1>MR;N3+NI1>(4.65 N=g5U.pb';IMT4.6=R;;%'3$%'3 L ������f��,#1>=1>&)(V%6MR,h.03[,a,/%$3+%6,/;Q,/D+.0,,/D+;�3[*+& T�;%qe^E:+12&\;I3+=K12%'34.65�%'T`tR;INI,WE5>;HG';I5�MK;I(+MK;I=K;I3[,/.0,/12%'3 1>=g=K(�;;I: �[email protected]@];%'MQ,/;I&\(�%'MK.65FN
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� L�;=Q5>.qb6;;I3[,�&\;H,/D+%`:+= @]%'M#NI%�:`E
1>3-C . =K;H, %0@�=W,/1>&�*+5>1 �B%6,/D+;IM\&);I,KD+%`:+= e�%6*+5>:�(+MK%6T4.6T+5db .65>=R% e�%'MRmkf �4%'M ,/D-;9NI*+MKMR;;INI,K12G';I52b � ��%'C'%6,KD+;I,K1>= .63-: �D-;3[T�;.6MKC';3[*+& T�;%'3-= ,KD4.0,#=K*+T`tR;INI,K=^& .0m6;�%'3 ,/D-;:4.0,/.-f j ;_,K;= N%63 5U.pb';IMB1>=B.03); �`,/MK;I&\;I52b�=K1>&)(+521>=R,K1>N &\%`:+;I5-%6@�D[*+&\.63Np.n,/;%'3+C�.6=r12,�1>=�=K*��)NI1>;123+;p.6M�N
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j ;?=KD+%'*-5>: .652=K%�(�%'1>3c,a%'*-, ,KD4.0, ,KD+;?=Rb`=R,K;&)(V%'MW,h.63c,.6=R(V;INI,/=?%0@�G`12=K*4.65V(+MK%`N3+Cs123 ,/D+;�T-M/.61238��=R*+NhD9.6=^;Ib6;�&\%qG6;3cG0.6MR1U.63+NI;6fQ�?D+;I=K; NI%'&\(-5>1>N5>;I: T�;%'MK.65J; ��(V;IMK1>&);&\.0,/12%'3 %6@r(+MK%`N3+C\.0,Q,/D+;_NI%'&\(-*-,h.0,K1>%'3+.65V52;IG6;3 ,KD+;�G�12=K*4.05�=Rb`=R,K;%'3YMR;3+C,/D-;�&)%�:+;I5 � =#(-MK;NI,K1>%'3-= ,K% D[*+& .03 :4.0,/.g@]MK%6& 1>:+;I3[,K1>N3c,/;IMK(+MR;I, � � u �s,KD4.0,)eQD+;NH,�D[*+& .03 :+1>=RN%'3P.6T+125dE12,b � � � �B,/D4.0,�,/D+;�&)%`:+;&)1>5U.0MK52b�=K;I3+=K1d,/12G6;�,/%�&\1��-;I:�E123 ; �-(-MK;3+C�.634.65db�=R1>=�(+MK%`:+*+NI;&)1>5>.6M;%'34.05J=K12&\125U.6MR12,b =W,/MK*-NI,/*-MK;_@]MK%'&�,/D+;_&)%�:+;I5�.63+:PD[*+&\.63S:4.0,h.�f
� ��� � � ���� ��
� ��� ��� � �� ����-������ �) � ����!� ��� � ��� � ��� �����)*�� � ���� +��?D+;�NI%'3+3+;INI,K1>%'3+=#1>3),/D+;�&\%`:+;.qb6;;:+;s@]MR%'& ,KD+;\; ��(+MK;I=K=K12%'3&)%'=R,Q.0C'MK;I;
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5U.0TV;I5>;N.6TV;I5>;I:\1d, �W=K*+MR(+MK12=K;: �WD4.6(+(cb'f � �?D[*+=I��,/D+;IMK;s1>=�3+%Y1>3-@]%6MK&\.0,/12%'39123O,/D-; ,/M/.01>3�E
1>3-C =R1>C'3+.65?N%6*+=K5dbg*-3+=K;I;3+=R1>C'Dc,3-C,/D-;�G0.652*+;Q%6@8,/D-;�(+1���;;I&\;I3[,e#;3+:+12Np.0,K;�,/D+;_@];p.nE
� "�0*+�,��#%��1*���.���� �P������0*2�E*+�07F���%�,�)(�� S?7=�0* ���)���5�0(��E*>�,�>��( :���0808�������� #%�&��( ��. ����)�����.�.�� ;0H����E�7=����*�� ;������E�).��'*�*���.���� ;������E�P���)3��E*�� H������E�.���'�)��.�.���������E�)�0��?��.�3��.Q����������E:
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��3+C';T-*-,/12%'3 %6@#(4.6MR,K;1>(-=NhD ,/D-;�;Hb';;
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�� �� � �� � � + � � �� � � � � %� � �� �� � � � � � � " � � � "� � � � � %� � � �� � �� �� % � � �� � % %� � � ! � � � � � � "� � � � %� � ! � � � � % �� # �� � � �� � ! � � � �"� � � � � "� � � � � %� � � �� � � � � � � � ( � � � � � � ! � � �� � � � �� ! � � % %� � � ! � � � � � � ��� � � � � � � � � � "� � � �� � � � � � � � � � � � � ��
� � � �� %� � � � � �� � � � � � � �� � �� "� � � �� � ��
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eQD+12NhD e#;?&)%�:+;I5�MR;;HG';I5lf �?D4.n,#12=5212,bg%6@ v f � @]%'MD4.6(+(+123+;&);C'*+MR; � f � f �?D+;)MK;%'*+=Ii .6=g.S=K;1.6(+(-MK%c.6NhD-;&);
-
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0.0
0.2
0.4
0.6
0.8
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% id
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fica
tion Happiness
SurpriseFearSadness (Maudlin)DisgustAnger
H S F M D A H10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90* � ,
0.0
0.2
0.4
0.6
0.8
1.0
% id
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fica
tion Happiness
SurpriseFearSadness (Maudlin)DisgustAnger
H S F M D A H10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90*� ,
�� �� � �� �� �� � � � # �� � � � � � �� � � � � � � � � " !� � % � �� � ! � �� � * � , � � ! � � � � � % � � � � � * �� � � � � � �� � � � � � , � � �� !� � % �
�� & � � � � �� �� % %( � � �� %� � � � � � � �� %� � � � � � � "� � � � � � "� � � � � � � � � � � � � � � � � �� � � � � � � � �� � � � � � � ( � � �� � � � ( � � � % %( * �
� �� ��� � � �)( � � �� � " � � % � � �� � �� � � � � ��� � � � � � � � � �� � � , � *� , � � � � �� � � �� � � � � � �� � � � � � � � �� � ! � � � � � � � � � �� � � � �� � �
� � � � � � � � � � � % � � � � � � � " � � � � � � � � � � � � � �� � �� � � � � � �� % �� �� ( � � � � �� � � �� � � � � � � � � � � � � � � � � �� � � � � � �� � � � �
� �� % �� �� � � � !� � � � � � � � � � � � � � � � � � * � � � � � � � � � � � � ��� � � � � , � "�� � 0 � � � � ��� � � � � � � ! � � � �� � � � ��
-
�'v
0
1000
2000
3000
4000H
uman
RT
(m
illis
econ
ds)
HappinessSurpriseFearSadness (Maudlin)DisgustAnger
H S F M D A H10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90* � ,
0.0
0.2
0.4
0.6
0.8
mod
el R
T
HappinessSurpriseFearSadness (Maudlin)DisgustAnger
H S F M D A H10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90 10 30 50 70 90*� ,
�� �� � �� �� �� � % � � � � � � ! � � � � "� � � � # �� � � � � � �� � � � � � � �� * � , � � ! � � � � � % � � �� � � ! � � "� � � � � � � � � ��� � � � � � �� � � � ��� �� � �� � * � , � � � %� � � � � � "� � ! �� � � � � � �� * � � � � , � * � , � � � � � � � � � � � " � � � �� � � � � � � � � � � �� ( !� � � � "� � � � � �� ! � !� � % �� � � � ��� � � � ��
-
���
�?D+;&)%�:+;I5c.652=K%Q(+MK%qG`1>:-;3+=R1>C'Dc,�123c,/%QD[*+& .03$:-1>=KNIMK12&\1234.0,/12%'3�T�;=KNIMK12&\1234.0,/;�@X.6NI;:+;=�,K%
1>&\.6C'123+;�,KD4.0,,/D+;Q&)%�:-;==RD+%qeQ3 %'3+;[email protected];�.n,�.�,/12&\;Q.03+: =W,/%'MR;5>.6MK1d,b'�[.63-: ,/D+;I3Y*+=K; � &\123`*-=#,/D-1>=�3[*+&�TV;IM?.6=^. &);p.0=K*+MR;%6@a:+1>=RN1d,b'fB��3P1>3c,K;3+C .6=K(�;;IG6;3-C9NI%'MKMR;%63+= .0,�;p.6NhD (+MR%�NI;3-C 5>;IG6;3+C ,KD4.0,s,/D-;; ��(+5>.634.0,K%'MRb (�%qe�;IM %6@�,/D+;9&\%`:+;I5?MK;
-
�cu
1>3-C+f �3P=K*+NhD9:+%'&\.61>3+=I��e#;_; ��(V;INI,�,/D4.n,Q:+1>=RN%'3 e�%6*+5>:PTV;�T�;3+;I:P123S.5>;
-
� �
H S F M D A H9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
50
60
70
80
90
hum
an %
cor
rect
AB
X
�X. �
H S F M D A H9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
3070
5050
7030
9010
1090
0.0
0.1
0.2
0.3
obje
ct le
vel d
iscr
imin
atio
n
�XT �
�a12C'*+MK; � f � i �1>=RN&)1>34.0,K1>%'3s%0@F&\%'MR(+D =W,/1>&�*+5>1 f �X. �#L�;&); =K*+T[tR;3+CY&)%'MK(-D=R,K1>& *-5>1lf��?D-;��+E�. ��1>=�5U.0TV;I5>=F,/%�,KD+;^5>;H@ , .03+: MK12C'Dc, %6@+;p.6NhDs(�%'1>3c,a=KD+%qe eQD+1>NhD ,e#%�=R,K1>& *-5>1e#;C'D-52b N
-
� �
90 70 50
Percent mixing
-0.5
0.0
0.5
1.0
1.5
Scor
e
Far prototype (model)Unrelated expressions (model)Far prototype (human)Unrelated expressions (human)
�a12C'*+MK; � f �pv ir��T+1>5212,b$,/%_:+;H,/;
-
� �
.63+:P; ��(+MR;%63�EMR;
-
� �
Human MDS Configuration
Happiness
Surprise
Fear
Sadness
Anger
Disgust
Network MDS Configuration
Happiness
Surprise
Fear
Sadness
Anger
Disgust
* � , *� ,
�� �� � �� ���� � � �� � � � ! � � �� � � � � � � �� � � " � � ! � � � �� �� � �� � � � � � % � � �� � � � � � � � �� !� �� � � � ! � � �� � � � � " � !� � � � �� - � � % � � ��
� � %� � �� �� � � � � � "� � � � � � %� � � �� � "� � � � � � � � �� * � , �# � �� !� �� � �� ( � % � � � �� � � � � ( � � � "� � ! � � � � � � � � �� # �� ("� � � � �� � � � � � % � � � � � � " � � ! � � � �� � � � � * - � ! � � � �� �� � � �� ��� � � �� , * �� � � � � � 0 � � � � , � * � , �# � �� !� �� � �� ( � % � � � �� � � �
� ( � � � "� � !� � � � � � � � � � � � �� � � � � � � � % � � � � � � " � � � �� � � � � � � � � � � � �� % �� �� ( � � � * �� � � � � � 0 � �0 � , � � � � � � � � � � ! � �� � "
� !� � � � � � � � � � �� � � � � � �� � � � � � � � ! � � � � � � � � �� �� �� � � � � � � � � � %� � � � � � � �� � 0 � � � � � � �� % � � � %� � � � � � � � 0 � � � � � � ��� � � � �� � �� � � � � 0 � � � � �
-
�
��%�&);p.6=R*+MK; ,KD+;=K12&\125U.6MR12,bQT�;I,e#;1F,/D+;s3-;I,e#%'MKm[=D4.6: 3+;IG6;%'=R;\NI%'MKMR;%'3 M/.0,K;&)1>5U.0M�,/%SD[*+&\.63+=�a3+;HG';;I=K=&)(+52b . (4.0,RE,/;IMK3 N.6=K=R1 � ;IM�123+NT+52;�MR;5a:4.0,h.0T4.6=K;s%0@^MK;I5>1>.6T+52bPMR;1d,bMK;I:+*+NH,/1>%638��e#;���0�7=�.������ #@����*���OK7 *��0# ������5�0(��E* �,� �0( : ��08�8 ��C7=�0*��,�A�
�2�)������� �,O'P�,*���#%�����+��.>.�(���30����(�S RP�,�����,*A� 8&: �0H��&�!4J�)�,*����0.>���)����* ���� #%�&'��(� .>���0*�*���(��1�����0� 4J����� �������*�.��)R�Q���,��.�
���0�7=�.������ )�1�2� ��.J.���#%�,4J�)���/(��14F�,*A�P8&: �D;��&:
-
� �
5>;HG';I5>=�.0,�eQD+1>NhD D[*+&\.63+=_.0C'MK;I;�%'3 ,KD+%'=K;�=/.6&); ;%'3+=If��4%'M�; �-.6&\(-5>;6�VD[*+& .03+=�.6MR;T�;12m6;HeQ1>=K; � 3+:+=_12,�; �`,/MK;I&\;I52b ;=R*4.65@];p.0,K*+MK;I=�,/D4.n,�:+12=KNIMK1>&)1>3+.0,/; D4.6(-([b ; ��(+MR;%63+= @]MK%'& ,KD+; MR;3+123+C =K;H,pf#��3 ,/D+;�%0,/D+;IM^D4.63+:J�+D[*+& .03+=?*+=K*+.65>5db � 3-: ,/D4.0,?@];39%'*+M�=K%`N=�%6@@];p.0M�123P,KD+;g(�%'(+*-5U.6MQNm0;��
��M#=R1>&)(+52bg,/D4.n,#@];%'3+=^.6MK;�(V;IMKNI;5dbs=K12&\125U.6Mr,/%$%6,/D+;IM#; ��(+MK;I=K=K12%'3+= � ��*-MMK;I=K*+5d,/=Q=K*-C'C';=^,KD+;_Np.6=R; � NI*+52,K*+MK;_(+MR%'T4.6T-52b D+.6=^G';IMRbS5>1d,K,K5>;�,K% :+%eQ12,KD ,/D+;s:-1��)N=?=R*��)N12;.0,/;9,/D4.0,Y,KD+; *+3-:+;3+C (-=RbcENhD+%'52%'C'12Np.65F=K(+.6NN&)1>5>.6MK1d,b %6@;I&\%0,/1>%634.65�=R,/.0,/;I=3O,KD4.0,�(+=Wb`NhD+%'(+Dcb`=K12%'5>%'C61>Np.05a=K(+.6N%'52%'C6b'�; ��D+12T+12,K=s. =K12&\125U.6MR12,bO=R,/MR*+NI,K*+MK;YG6;12m6;),/D4.0, %6@Q,/D+; D[*+&\.63+=If �?D+1>=s12=�;IG6;&)1>5>.6MK1d,b�=R,KMK*+NH,/*+MR;�123 ,/D+;?,KM/.6123+1>3+C�=K12C'34.65 �6eQD+1>NhDse�.6= .652e�.pb`=#.05>5dE�%'MWE�3+%'3+;0�M/.n,/D+;IM�,/D+.638�V@]%6M�; �+.0&\(+52;6��D[*+& .03 =K*+T[tR;
-
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5>%6C'1>N*-,K1>%'3 :+12: 3+%6,M/.03+:+%'&)52b�.6=K=R%�NI1U.0,K;^@X.6N.65-; ��(+MK;I=K=K12%'3+=eQ12,KD);I&\%0,/1>%634.65-=W,h.0,K;3[*+%'*+=R52b %'M�.6=�:+12=KNIMK;I,K; ;I3[,K12,K1>;.61>3-;=B,/D+.0,=K*+T[tR;.6*+=K12T+5>;0��e#%'MKm[123+C\12&\(-5>;3[*+%6*+=& *+5d,/12:+1>&);%'3+.65 =K(+.6N
-
�qv6v
NNI,K%'MRb MR;3 :+1��V;3O=K1>&)1>5>.6M?MK;I=K*+5d,/=Ifg�4%'M�1>3+=W,h.63-N
-
�qv �
(+MR;1��=�,KD+MK%qeQ3 .pe�.pb'�r,KD+; %qG';3-;p.6MR52bO,KM/.63-=R@]%'MR&\;I: ,K%9D4.pG6; &);p.63 v .03+: G0.6MR1U.63+NI; � %qG';IM,/D-;�,KM/.6123+1>3+C�:+.0,h. � =R%g,/D+.0, ;p.6NhD � 52,K;123+;p.6MF:+12&\;I3+=K12%'3�E.65212,b MR;;I&\;I3[,#"_.6T�%'MBMK;I(+MK;I=K;I3[,/.0,/12%'3\G`1>.g._(+MK123+N%63 1>= @X.6N1d,h.0,K;C';[email protected]),/D+;�; ��(+MR;%'3SMR;3+;I: ,/%Y&)1>3+12&\1��=RD+%'(8�
��� � ���Hf$� ��� ,KD .6NI,K%'M � =�1>&\.6C';I=�.6MK;s*-=K;
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=R,K%'( ,KM/.6123+1>3+C-i�,KM/.6123+1>3+C_12=#=W,/%'(+(�;3+123+CsMK*+3-=QeQ1d,/DS;IG6;%'39.63+: D-%'5>:9%'*-,�=K;I,K=3-:+12G`1>:-*4.653+;H,e�%'MRm[=:-;p. 1>=^,K%s(+MK% tR;5dbO123cG';MR=�%6@Q; ��(+MK;I=K=K12%'3�(+MK%0E,/%0,b�(�;
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; �-.6&)(+52;1>3-C =K;I;%qe :+12&\;I3+=K12%'34.65=K(+.6N; ,K%9MK.0,/123+C'=�%6@ ,/D-;M_=R1>&)1>5U.0MK12,b � ��%'MRCO.63-: ��1>3-C'%�;I==Q:4.n,h.\TcbSNI%'& E(+*-,K1>3+C ,KD+;YN5db'�ae#;N=W,h.63+NI; �]:+1>=R=K1>&)1>5>.6MK1d,b �V& .n,/MK1���eQ12,KD,/D-;�,/MK.63+=W@]%'MK& � 4 � � � � � � 4 � � �'u ,K% %'T-,/.61>3 G0.65>*-;&�*+5>1F.0,�;;HG';I5r%6@r,/D+;g3+;I,e#%'MRm��VN&)1>5U.0MK12,bs.0,Q:+1��V;;I&\;I3[,�1>&\.6C';(+1��-;I5�G0.652*+;#G6;
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� ��� ��� � ����!� � �!��������� 4 � � �!�
j ;�.0=K=K*-&\;Q.�3+;H,e�%'MRm � = MK;I=K(�%'3+=K;Q,/12&\; � �a� �a12=B:+1>MR;==B.0MKT+1d,/M/.0MRb �HfaA�;= ,KD+;Q3+;I,e#%'MRm � = %'*-,/(-*-,@]%'MB;&);9eQ1d,/D . 3+;H,e�%'MRm � =P%'*-,K(+*-,Y;IMKMK%6M �l�;I1>:+;I3[TV;IMKC.63+: 79Nq��52;5>.63+:8� ��� ��� �H�V; ��NNH,/12%'3+=g.63+: D[*+&\.63 �r�?=g@]%'Mg.65>5B=W,/12& *+5>1.03+:MK;I=K(�%'3+=R; (4.612MK=�@]%6M�eQD+12NhD TV%0,/D D[*+&\.63 .63-: 3+;I,e#%'MRm9:4.n,h.\e#;5U.0T+5>;0f?� %6*+3+C ;H,.65 f � = N;HG';
-
�qv �
D4.6:P3+%6,QT�;&�*+5>*+=I�8e�; @]%'525>%qe�;I: � %'*+3+CS;I,g.65 f � =_&\;H,/D+%`:+= �U� %'*+3+CP;I,g.65 f2�
��� � ��Hfa�k%6M ;3+C ,/D+;I=K;9=KN
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j Dcb :+%P(V;I%'(+5>;s@]MR%'& :+1 �J;IMK;I3[,gN3c,K;3c,/;I3+=K1d,bO,/%[email protected]; ��(+MR;%'3-=g(�%'=K;I: Tcb @];I& .652; 34.nE,/1dG'; o'.6(4.63+;I=K;\&\%`:+;%qeQ= *+=B,/%$.63+.652b �.6=
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�?D+;1>:-;p.^,/D4.n,8,/D+;[email protected];B=K12C'34.652=8;(STV;H,e�;I;%'3.63+:[email protected]�TV;ID4.pG`1>%'MIf�A�;�(+MR%qG�12:+;=RC'*+=W,/1>3-C @]%`%`:8�B%'M � � .6= ,KD+;P.63c,/1d,/D+;I=K1>=s%0@�%0,/D+;IM); �[E(+MR;%'3-=52;6f_��%P=R*+(+(�%'MR,�,/D+12=�,/D+;I%'MRb6��D+;sN%'3+;I;N3+=F.03+:_N
-
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T+*-,P:+12=/.6C6MK;N5c=R;I,B%6@kT-1>(�%'5U.6MF:+12&\;I3+=K12%'3+=�=K*+NhD).6=r(+5>;5212,/12;MK1�;I,g.65 f2� ��� � � ��D4.pG'; ;%qb6;&�*+5>1F1>3-N*-:+1>3+C)MK;I5>1>.6T+52bcEMK;IN3+;I=K=I�^=/.6:-3+;: T�;^3+%�=K*+M�E(+MR1>=K;Q,/D+.0,,/D+;�& . tR%6MK12,b�%6@J,KD+;�NIMK%'=R=WE�N%63 MK.0,/D-;;3c,/;IMK(+MR;I,h.n,/1>%63 %6@#,/D+; NI*+52,K*+M/.65:+1 �J;IMK;=R,K;
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@X.6NI1U.65#; ��(+MK;I=K=R1>%'3+= e#%'*+5>: T�;Y1>3 NI;3 =R%�NI1U.65#NMRN3+=W,h.63-NNp.03�E��&\;IMK1>N
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(+MR;I,h.n,/1>%63s.63+:�,KD4.0,Bo'.6(4.63+;I=K;?=R*+T`tR;;I=K=B.0N.6=K;I=�; ��(+5U.6123P,KD+;$N
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