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(e) 19.9918 (xperi\055) ] TJ T* [ (ments\056) -298.01 (W) 91.9865 (e) -216.007 (show) -214.994 (r) 37.0196 (esults) -216.015 (for) -215.005 (MNIST) -214.992 (and) -215.988 (CIF) 115.015 (AR\05510\054) -221.985 (on) -215.993 (whic) 15 (h) ] TJ T* [ (we) -277.984 (ac) 15.0177 (hie) 14.9859 (ve) -278.001 (a) -277.988 (test) -276.997 (set) -277.984 (accur) 14.9852 (acy) -277.996 (of) ] TJ /R42 9.9626 Tf 134.573 0 Td [ (90\045) -0.30019 ] TJ /R40 9.9626 Tf 21.0328 0 Td [ (with) -278 (r) 45.017 (oughly) -278.01 (12\054200) ] TJ -155.606 -11.9547 Td [ (labeled) -302.007 (ima) 10.0136 (g) 10.0032 (es\054) -315.003 (and) -302.013 (initial) -301.983 (r) 37.0196 (esults) -302.001 (on) -302.018 (Ima) 10.0032 (g) 10.0032 (eNet\056) -465.986 (Addition\055) ] TJ T* [ (ally) 54.9865 (\054) -384.992 (we) -358.009 (show) -357.989 (r) 37.0196 (esults) -357.992 (on) -358.009 (a) -358.994 (lar) 36.9926 (g) 10.0032 (e) 9.99343 (\054) -384.992 (highly) -357.994 (class\055imbalanced) ] TJ 11.9563 TL T* [ (diabetic) -224.994 (r) 37.0196 (etinopathy) -224.983 (dataset\056) -301.995 (W) 91.9859 (e) -224.987 (observe) -225.011 (that) -224.997 (the) -225.014 (ensemble\055) ] TJ 11.9547 TL T* [ (based) -217.986 (active) -217.016 (learning) -218.007 (ef) 18 (fectively) -217.015 (counter) 14.9975 (acts) -217.988 (this) -218.018 (imbalance) ] TJ T* [ (during) -250.004 (acquisition\056) ] TJ /R38 11.9552 Tf 36.1289 TL T* [ (1\056) -249.99 (Intr) 18.0146 (oduction) ] TJ /R34 9.9626 Tf 11.9551 -19.0172 Td [ (Con) 40.0166 (v) 20.0016 (olutional) -513.008 (neural) -513.988 (netw) 10.0094 (orks) -513 (\050CNNs\051) -512.993 (ha) 19.9967 (v) 14.9828 (e) -513.998 (become) ] TJ -11.9551 -11.9551 Td [ (the) -410.982 (state\055of\055the\055art) -411.999 (method) -410.999 (for) -410.991 (image) -411.014 <636c6173736902636174696f6e> -412 (tasks\054) ] TJ 11.9547 TL T* [ (achie) 25.0148 (ving) -264.993 (superior) -264.997 (performance) -265.015 (on) -265.985 (well\055kno) 25 (wn) -265.007 (benchmark) ] TJ T* [ (datasets) -475.981 (lik) 10.0179 (e) -474.984 (MNIST) -476.009 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 148.343 192.338 Tm (41) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 158.305 192.338 Tm [ (\135\051\054) -531.993 (CIF) 74.0122 (AR) -475.003 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 212.701 192.338 Tm (38) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 222.664 192.338 Tm [ (\135\051) -476.006 (or) -475.997 (ImageNet) ] TJ -172.552 -11.9551 Td (\050\133) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 56.7473 180.383 Tm (51) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 66.7098 180.383 Tm [ (\135\051) -337.009 (where) -337.007 (CNNs) -335.998 (were) -337.011 (sho) 24.9922 (wn) -336.995 (in) -336.99 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 198.914 180.383 Tm (58) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 208.876 180.383 Tm [ (\135\054) -358.019 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 221.569 180.383 Tm (17) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 231.531 180.383 Tm [ (\135\054) -358.999 (and) -336.998 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 261.977 180.383 Tm (55) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 271.939 180.383 Tm [ (\135) -337.005 (to) ] TJ -221.827 -11.9559 Td [ (outperform) -250.012 (human) -250.013 <636c6173736902636174696f6e> -249.989 (accurac) 14.9975 (y) 65.0137 (\056) ] TJ 11.9551 -12.0422 Td [ (One) -477.995 (shortcoming) -479.007 (of) -477.997 (CNNs) -478.994 (is) -477.985 (that) -479.003 (the) 14.9852 (y) -477.994 (require) -479.016 (lar) 17.997 (ge) ] TJ -11.9551 -11.9559 Td [ (datasets) -369.998 (for) -370.018 (training) -369.987 (which) -368.981 (often) -370.007 (come) -370.009 (with) -369.995 (a) -369.982 (high) -369.995 (label\055) ] TJ 11.9551 TL T* [ (ing) -270.996 (ef) 25.0081 (fort\054) -275.985 (resulting) -271.017 (in) -271.001 (a) -271.018 (major) -270.996 (hurdle) -270.999 (in) -271.001 (domains) -271.016 (where) -271.018 (la\055) ] TJ T* [ (bels) -362.004 (can) -363.002 (only) -361.996 (be) -362.997 (acquired) -362.012 (by) -362.988 (time\055consuming) -361.991 (and) -362.993 (e) 15.0122 (xpen\055) ] TJ T* [ (si) 24.9897 (v) 14.9828 (e) -365.982 (manual) -365.997 (labeling\056) -658.997 (P) 14.9926 (articularly) -365.998 (for) -366.02 (medical) -367.017 (images) -365.995 (la\055) ] TJ ET Q 3.98 w 0 G 501.121 998.789 m 1446.11 998.789 l S q 10 0 0 10 0 0 cm BT /R44 5.9776 Tf 1 0 0 1 63.7281 93.277 Tm [ <03> -0.90058 ] TJ /R34 7.9701 Tf 4.3168 -2.81211 Td [ (Bosch) -910.011 (Center) -910.011 (for) -910.021 <41727469026369616c> -909.019 (Intelligence\056) -2289.98 (First) -909.996 (name\056last) ] TJ -17.9328 -9.46484 Td (name\100de\056bosch\056com) Tj /R34 9.9626 Tf 258.75 489.361 Td [ (beling) -369.012 (requires) -368.99 (well\055trained) -369.017 (specialists\054) -398.992 (such) -370.007 (that) -368.983 (labeling) ] TJ 11.9551 TL T* [ (resources) -335.981 (and) -336.998 (not) -336.005 (computational) -336.988 (po) 24.986 (wer) -335.988 (or) -335.983 (model) -337.017 (capacity) ] TJ T* [ (become) -366.988 (the) -368.01 (main) -367.017 (bottleneck) -367.988 (for) -366.998 (the) -368.007 (rapid) -366.988 (applicability) -368.007 (of) ] TJ T* [ (CNN) -276.013 (models\056) -388.999 (Under) -275.988 (a) -275.998 (limited) -277.013 <026e616e6369616c> -276.008 (b) 20.0016 (udget) -276.013 (or) -275.993 (if) -275.988 (only) -276.988 (a) ] TJ 11.9563 TL T* [ (fe) 25.0081 (w) -283.989 (e) 15.0122 (xperts) -284.016 (are) -282.985 (a) 19.9918 (v) 24.9811 (ailable\054) -292.995 (techniques) -282.982 (to) -284.021 (reduce) -283.997 (labeling) -284.002 (ef\055) ] TJ 11.9551 TL T* [ (fort) -344.996 (become) -344.991 (important\056) -594.994 (The) -344.996 (goal) -344.987 (of) -346.021 (such) -344.991 (techniques) -345.011 (is) -344.987 (to) ] TJ T* [ <026e64> -327.019 (the) -326.017 (minimally) -326.985 (required) -326.019 (set) -326.994 (of) -325.985 (labeled) -326.994 (images) -326.004 (in) -326.994 (order) ] TJ T* [ (to) -259.984 (reach) -260.008 (a) -261.02 (certai) 1.01699 (n) -261.01 <636c6173736902636174696f6e> -259.986 (accurac) 14.9975 (y) 65.0137 (\056) -340.017 (This) -260.991 (problem) -260.011 (can) ] TJ T* [ (be) -315.006 (formally) -314.002 (addressed) -314.996 (with) -314.982 (the) -314.996 (frame) 25.0105 (w) 10.0032 (ork) -314.021 (of) -315.006 (acti) 24.9811 (v) 14.9828 (e) -315.011 (learn\055) ] TJ T* [ (ing) -362 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 331.836 462.765 Tm (6) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 336.817 462.765 Tm [ (\135\051\056) -648.014 (Starting) -362.018 (with) -363.015 (an) -362.018 (initial) -363.003 (\050small\051) -361.998 (data) -362.993 (set) -362.008 (to) -362.988 (train) ] TJ -27.9551 -11.9559 Td [ (a) -357.984 (model\054) -385.007 (ne) 25.0154 (w) -358.016 (data\055points) -357.984 (to) -356.989 (be) -358.019 (labeled) -358.009 (\050e\056g\056) -634.012 (by) -358.009 (a) -357.984 (human) ] TJ 11.9551 TL T* [ (e) 15.0122 (xpert\051) -378.988 (are) -377.988 (selected) -378.988 (with) -379.01 (a) -377.981 (so\055called) -378.981 (acquisition) -378.991 (function\056) ] TJ T* [ (This) -328.982 (function) -329.016 (ranks) -328.997 (unlabeled) -328.984 (data) -329 (by) -330.014 (\223ho) 24.9811 (w) -329 (desirable\224) -328.994 (la\055) ] TJ T* [ (bel) -243.991 (information) -243.994 (is) -243.986 (e) 15.0122 (xpected) -243.989 (to) -243.989 (be) -245.018 (for) -243.999 (each) -244.008 (data\055point\056) -307.993 (Com\055) ] TJ T* [ (monly) -256.001 (used) -257.004 (acquisition) -255.989 (functions) -256.001 (are) -256.987 (based) -255.987 (on) -255.987 (criteria) -257.016 (such) ] TJ 11.9559 TL T* [ (as) -325.982 (uncertainty) -327.019 (of) -325.982 (prediction) -325.995 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 430.316 391.033 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 440.279 391.033 Tm [ (\135\054) -345.981 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 452.851 391.033 Tm (32) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 462.814 391.033 Tm [ (\135\054) -345.001 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 475.377 391.033 Tm (62) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 485.339 391.033 Tm [ (\135\051\054) -345.006 (co) 15.0171 (v) 14.9828 (erage) -327.014 (of) ] TJ -176.477 -11.9551 Td [ (the) -289.003 (data) -289.988 (space) -289.013 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 375.044 379.078 Tm (52) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 385.006 379.078 Tm [ (\135\051\054) -299.014 (unanimity) -289.981 (of) -289.011 (a) -289.016 (committee) -289.991 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 510.465 379.078 Tm [ (3) -1.01454 (0) ] TJ ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 520.438 379.078 Tm [ (\135) 1.01454 (\051\054) -299.989 (e) 15.0122 (x\055) ] TJ -211.576 -11.9551 Td [ (pected) -253.992 (error) 39.9835 (\054) -253.994 (or) -253.994 (v) 24.9811 (ariance) -252.985 (reduction) -254.012 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 455.014 367.123 Tm (25) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 464.976 367.123 Tm [ (\135\054) -253.997 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 476.632 367.123 Tm (33) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 486.595 367.123 Tm [ (\135\051\056) -321.01 (T) 79.9916 (ypically) 64.999 (\054) -255.011 (a) ] TJ -177.733 -11.9551 Td [ (small) -305.018 (number) -304.988 (of) -303.986 (highest\055ranking) -304.998 (unlabeled) -304.988 (data\055points) -305.013 (are) ] TJ 11.9547 TL T* [ (selected) -360.991 (for) -359.982 (labeling) -361.011 (and) -360.013 (subsequently) -360.989 (added) -360.994 (to) -360.009 (the) -360.989 (train\055) ] TJ T* [ (ing) -239.982 (set) -239.989 (to) -241.006 (train) -239.987 (the) -239.992 (model) -240.014 (afresh\056) -307.008 (This) -240.014 (procedure) -240 (is) -241.004 (repeated) ] TJ 11.9563 TL T* [ (resulting) -250.002 (in) -249.985 (a) -250.002 (step\055wise) -250.015 (increase) -249.997 (of) -249.997 (labeled) -249.988 (data\056) ] TJ 11.9551 -17.5316 Td [ (While) -419.994 (acti) 24.9811 (v) 14.9828 (e) -420.013 (learning) -419.991 (\050AL\051) -420.008 (has) -420.003 (a) -420.013 (long) -419.984 (history) -420.013 (in) -419.999 (ma\055) ] TJ -11.9551 -11.9551 Td [ (chine) -364.991 (learning\054) -395.013 (there) -364.998 (is) -366.005 (currently) -364.983 (little) -365.988 (literature) -364.983 (on) -366.008 (acti) 24.9811 (v) 14.9828 (e) ] TJ 11.9551 TL T* [ (learning) -334.986 (for) -335.986 (CNNs\056) -565.996 (Most) -335.013 (traditional) -335.003 (acquisition) -336.017 (functions) ] TJ T* [ (cannot) -280.017 (be) -279.992 (straightforw) 9.99098 (ardly) -279.983 (used) -279.983 (since) -279.983 (the) 14.9877 (y) -279.988 (do) -281.002 (not) -280.012 (scale) -279.992 (to) ] TJ 11.9559 TL T* [ (high\055dimensional) -361.986 (image) -362.984 (data) -362.013 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 437.011 253.949 Tm (57) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 446.973 253.949 Tm [ (\135\051\054) -390.018 (or) -362.998 (the) 14.9877 (y) -362.013 (rely) -362.013 (on) -362.988 (good) ] TJ -138.111 -11.9551 Td [ (uncertainty) -319.02 (estimates) -319.013 (for) -319.008 (unlabeled) -318.986 (data) -319 (which) -318.991 (are) -319.996 (hard) -319.006 (to) ] TJ 11.9551 TL T* [ (obtain) -274.008 (with) -272.991 (standard) -274.016 (CNNs\056) -381.005 (Methods) -273.018 (which) -274.018 (are) -274.003 (applicable) ] TJ T* [ (to) -249.985 (CNNs) -250.012 (ha) 19.9967 (v) 14.9828 (e) -250.002 (been) -249.995 (introduced) -250.007 (in) -249.988 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 450.73 218.084 Tm (16) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 460.692 218.084 Tm [ (\135\054) -249.997 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 472.309 218.084 Tm (52) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 482.271 218.084 Tm [ (\135\054) -249.997 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 493.888 218.084 Tm (59) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 503.85 218.084 Tm [ (\135\054) -249.997 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 515.466 218.084 Tm (61) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 525.429 218.084 Tm (\135\051\056) Tj -204.612 -17.5316 Td [ (In) -390.991 (this) -389.989 (paper) -390.996 (we) -390.016 (use) -390.986 (an) -390.994 (ensemble) -389.989 (of) -390.994 (CNNs) -391.008 (as) -390.013 (a) -390.998 (scal\055) ] TJ -11.9551 -11.9563 Td [ (able) -388.991 (approach) -390.008 (for) -388.996 (deri) 24.9811 (ving) -389.009 (well\055beha) 20.0065 (v) 14.9828 (ed) -388.994 (uncertainty) -389.989 (esti\055) ] TJ 11.9551 TL T* [ (mates) -272.996 (for) -271.996 (unlabeled) -272.991 (data) -271.991 (\050see) -273.018 (also) -272.999 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 450.759 176.641 Tm (49) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 460.722 176.641 Tm [ (\135) -271.999 (and) -273.008 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 487.173 176.641 Tm (40) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 497.135 176.641 Tm [ (\135) -271.999 (for) -273.013 (a) -273.018 (com\055) ] TJ -188.273 -11.9547 Td [ (parable) -408.991 (approach\051\056) -787.984 (These) -410.005 (uncertaint) 1 (ies) -410 (are) -409 (used) -409.02 (to) -410 (e) 25.0105 (v) 24.9811 (al\055) ] TJ 11.9551 TL T* [ (uate) -352.017 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(52) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 365.689 104.91 Tm [ (\135\051\056) -680.989 (Our) -372.992 (e) 15.0122 (xperiments) -374.021 (on) -372.987 (MNIST) 74.0171 (\054) -374.011 (CIF) 74.0122 (AR\05510) ] TJ -56.8266 -11.9551 Td [ (and) -336.998 (a) -335.988 (real\055w) 9.99343 (orld) -336.988 (lar) 17.997 (ge\055scale) -337.003 (medical) -336.983 (image) -336.008 (dataset) -336.988 (for) -337.003 (di\055) ] TJ 11.9551 TL T* [ (abetic) -330.016 (retinopath) 5.00897 (y) -329 (\050DR\051) -330.014 (detection) -329.999 (\050\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 454.755 81 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R34 9.9626 Tf 1 0 0 1 464.717 81 Tm [ (\135\051) -329.989 (sho) 24.9909 (w) -329 (that) -330.009 (the) -330.014 (en\055) ] TJ ET Q Q Q q q 1 1 1 rg /a0 gs 48.406 786.422 515.188 -52.699 re f q /s5 gs /x6 Do Q q /s7 gs /x8 Do Q q /s9 gs /x10 Do Q q /s11 gs /x12 Do Q Q Q Q q 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET 1 1 1 rg n 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