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-249.00500 (\050CNN\051) -249.98500 (ha) 19.99670 (v) 14.98280 (e) -248.98300 (pa) 19.99670 (v) 14.98280 (ed) -249.99700 (the) ] TJ 1.02000 0 0 1 49.75310 144.42400 Tm [ (w) 10.00830 (ay) -268.98500 (for) -268.01700 (g) 5.00385 (aze) -268.00200 (estimation) -269.01500 (in) -268 (e) 24.00120 (v) 14.99770 (eryday) -268.00500 (settings) -269.01300 (that) -267.98700 (are) -267.98700 (char) 19.01600 (\055) ] TJ 1.01700 0 0 1 50.11210 132.46900 Tm [ (acterised) -244.00500 (by) -245.01600 <7369676e690263616e74> -244.00900 (amount) -243.98800 (of) -245 (lighting) -243.98700 (and) -243.99700 (appearance) ] TJ 0.98400 0 0 1 49.86290 120.51300 Tm [ (v) 24.98760 (ariation) -252.99200 (\133) ] TJ 1 0 0 1 90.21480 120.51300 Tm (36) Tj 0.98400 0 0 1 100.17800 120.51300 Tm [ (\135\056) -314.98600 (Despite) -253.98900 (these) -253 (adv) 25.02000 (ances\054) -253.99500 (pre) 26.01240 (vious) -254.00500 (appearance\055) ] TJ 1.01600 0 0 1 50.11210 108.55800 Tm [ (based) -245.00500 (met) 0.98349 (hods) -245.00400 (ha) 19.99890 (v) 14.01480 (e) -244.01300 (only) -245.01400 (used) -244.00400 (image) -244.99100 (information) -244.01500 (encoded) ] TJ ET Q 3.98000 w 0 G 501.12100 998.78900 m 1446.11000 998.78900 l S q 10 0 0 10 0 0 cm BT /R35 5.97760 Tf 1 0 0 1 60.14100 93.27700 Tm [ <03> -0.90058 ] TJ /R23 7.97010 Tf 1.02000 0 0 1 64.45780 90.46480 Tm [ (This) -368.98300 (w) 9.99071 (ork) -368.99000 (w) 9.98996 (as) -368.97800 (mainly) -369.00700 (done) -368.99800 (while) -369.01600 (at) -368.02200 (the) -368.99300 (Max) -369.00200 (Planck) -368.97800 (Institute) -369.01700 (for) ] TJ 1 0 0 1 50.11210 81 Tm (Informatics) Tj ET Q q 3088.62000 4431.64000 335.35900 335.35900 re W n q 335.36400 0 0 335.36400 3088.62000 4431.64000 cm /R37 Do Q Q q 3088.62000 3998.26000 2362.45000 1325.78000 re W n 7.28328 w 4 M 0 0 0 RG 3421.56000 4599.32000 m 3491.20000 4599.32000 l S 0 0 0 rg 3524.82000 4599.32000 m 3474.42000 4570.18000 l 3474.42000 4628.45000 l h f* 3524.82000 4599.32000 m 3474.42000 4570.18000 l 3474.42000 4628.45000 l h 3524.82000 4599.32000 m S 1 1 1 rg 3536.70000 4456.59000 60.95700 297.96900 re f 3.26703 w 3536.70000 4456.59000 60.95700 297.96900 re S 4.42944 w 4639.04000 4663.37000 m 4721.92000 4782.55000 l S 0 0 0 rg 4733.59000 4799.34000 m 4730.64000 4764.06000 l 4701.55000 4784.29000 l h f* 4733.59000 4799.34000 m 4730.64000 4764.06000 l 4701.55000 4784.29000 l h 4733.59000 4799.34000 m S Q q 4764.22000 4811.54000 622.02000 512.50800 re W n q 622.02000 0 0 512.50400 4764.23000 4811.54000 cm /R38 Do Q 1 0 0 rg 5198.22000 5214.01000 m 5198.22000 5203.45000 5189.66000 5194.88000 5179.09000 5194.88000 c 5168.52000 5194.88000 5159.95000 5203.45000 5159.95000 5214.01000 c 5159.95000 5224.59000 5168.52000 5233.16000 5179.09000 5233.16000 c 5189.66000 5233.16000 5198.22000 5224.59000 5198.22000 5214.01000 c h f 8.89997 w 4 M 1 0 0 RG 5198.22000 5214.01000 m 5198.22000 5203.45000 5189.66000 5194.88000 5179.09000 5194.88000 c 5168.52000 5194.88000 5159.95000 5203.45000 5159.95000 5214.01000 c 5159.95000 5224.59000 5168.52000 5233.16000 5179.09000 5233.16000 c 5189.66000 5233.16000 5198.22000 5224.59000 5198.22000 5214.01000 c h 5198.22000 5214.01000 m S 0 0 0 rg q 10 0 0 10 0 0 cm BT /R39 7.28328 Tf 1 0 0 1 512.31900 513.73200 Tm (\050x\054y\051) Tj ET Q Q q 3088.62000 3998.26000 2362.45000 1325.78000 re W n 0 0 0 rg q 10 0 0 10 0 0 cm BT /R41 7.32422 Tf 0.98885 0 0 1 475.01200 473.82500 Tm [ (2D gaze e) -2.98663 (stimation) ] TJ -1.51928 -72.40270 Td [ (3D gaze e) -2.98663 (stimation) ] TJ ET Q 1 1 1 rg 4419.50000 4503.62000 53.19920 203.91800 re f 2.52493 w 4 M 0 0 0 RG 4419.50000 4503.62000 53.19920 203.91800 re S 7.28328 w 3905.40000 4822.24000 m 4037.77000 4822.29000 l S 0 0 0 rg 4071.39000 4822.30000 m 4021 4793.15000 l 4020.98000 4851.41000 l h f* 7.28328 w 4071.39000 4822.30000 m 4021 4793.15000 l 4020.98000 4851.41000 l h 4071.39000 4822.30000 m S 7.28328 w 4266.43000 4750.26000 m 4266.64000 4685.25000 l S 4266.74000 4651.62000 m 4237.45000 4701.93000 l 4295.72000 4702.12000 l h f* 7.28328 w 4266.74000 4651.62000 m 4237.45000 4701.93000 l 4295.72000 4702.12000 l h 4266.74000 4651.62000 m S 1 1 1 rg 3634.46000 4480.54000 60.95700 250.06600 re f 2.99294 w 3634.46000 4480.54000 60.95700 250.06600 re S 3717.85000 4500.76000 60.95310 209.63300 re f 2.74027 w 3717.85000 4500.76000 60.95310 209.63300 re S 3793.87000 4519.18000 60.95310 172.80900 re f 2.48802 w 3793.87000 4519.18000 60.95310 172.80900 re S 3874.80000 4534.68000 58.33590 141.78900 re f 2.20471 w 3874.80000 4534.68000 58.33590 141.78900 re S 4095.51000 4751.94000 60.95700 141.77700 re f 2.25361 w 4095.51000 4751.94000 60.95700 141.77700 re S 4175.82000 4753.16000 60.95700 141.79300 re f 4175.82000 4753.16000 60.95700 141.79300 re S 4259.21000 4752.56000 13.03910 141.77700 re f 1.04208 w 4259.21000 4752.56000 13.03910 141.77700 re S 7.28328 w 3906.50000 4679.98000 m 3906.50000 4823.45000 l S 7.49347 w 3935.94000 4605.53000 m 4175.89000 4605.58000 l S 0 0 0 rg 4210.48000 4605.58000 m 4158.64000 4575.60000 l 4158.63000 4635.55000 l h f* 4210.48000 4605.58000 m 4158.64000 4575.60000 l 4158.63000 4635.55000 l h 4210.48000 4605.58000 m S 1 1 1 rg 4305.42000 4605.58000 m 4305.42000 4583.34000 4287.40000 4565.32000 4265.16000 4565.32000 c 4242.93000 4565.32000 4224.91000 4583.34000 4224.91000 4605.58000 c 4224.91000 4627.80000 4242.93000 4645.82000 4265.16000 4645.82000 c 4287.40000 4645.82000 4305.42000 4627.80000 4305.42000 4605.58000 c h f 1.13854 w 4305.42000 4605.58000 m 4305.42000 4583.34000 4287.40000 4565.32000 4265.16000 4565.32000 c 4242.93000 4565.32000 4224.91000 4583.34000 4224.91000 4605.58000 c 4224.91000 4627.80000 4242.93000 4645.82000 4265.16000 4645.82000 c 4287.40000 4645.82000 4305.42000 4627.80000 4305.42000 4605.58000 c h 4305.42000 4605.58000 m S 0 0 0 rg 4270.38000 4605.58000 m 4270.38000 4602.91000 4268.22000 4600.74000 4265.55000 4600.74000 c 4262.88000 4600.74000 4260.71000 4602.91000 4260.71000 4605.58000 c 4260.71000 4608.25000 4262.88000 4610.40000 4265.55000 4610.40000 c 4268.22000 4610.40000 4270.38000 4608.25000 4270.38000 4605.58000 c h f 1.94221 w 4270.38000 4605.58000 m 4270.38000 4602.91000 4268.22000 4600.74000 4265.55000 4600.74000 c 4262.88000 4600.74000 4260.71000 4602.91000 4260.71000 4605.58000 c 4260.71000 4608.25000 4262.88000 4610.40000 4265.55000 4610.40000 c 4268.22000 4610.40000 4270.38000 4608.25000 4270.38000 4605.58000 c h 4270.38000 4605.58000 m S 6.38250 w 4309.59000 4606.78000 m 4382.74000 4606.80000 l S 4412.20000 4606.81000 m 4368.04000 4581.27000 l 4368.03000 4632.34000 l h f* 4412.20000 4606.81000 m 4368.04000 4581.27000 l 4368.03000 4632.34000 l h 4412.20000 4606.81000 m S 1 1 1 rg 4510.01000 4503.62000 53.19920 203.91800 re f 2.52493 w 4510.01000 4503.62000 53.19920 203.91800 re S 4591.51000 4558.48000 53.19920 94.19140 re f 1.71609 w 4591.51000 4558.48000 53.19920 94.19140 re S Q q 4536.55000 5150.84000 178.13300 109.30900 re W n q 178.13600 0 0 109.31100 4536.56000 5150.84000 cm /R43 Do Q 0 0 0 rg 4647.86000 5207.49000 m 4647.86000 5194.55000 4637.38000 5184.04000 4624.43000 5184.04000 c 4611.47000 5184.04000 4600.98000 5194.55000 4600.98000 5207.49000 c 4600.98000 5220.44000 4611.47000 5230.94000 4624.43000 5230.94000 c 4637.38000 5230.94000 4647.86000 5220.44000 4647.86000 5207.49000 c h f 1.97516 w 4 M 0 0 0 RG 4647.86000 5207.49000 m 4647.86000 5194.55000 4637.38000 5184.04000 4624.43000 5184.04000 c 4611.47000 5184.04000 4600.98000 5194.55000 4600.98000 5207.49000 c 4600.98000 5220.44000 4611.47000 5230.94000 4624.43000 5230.94000 c 4637.38000 5230.94000 4647.86000 5220.44000 4647.86000 5207.49000 c h 4647.86000 5207.49000 m S Q q 3088.62000 3998.26000 2362.45000 1325.78000 re W n [ 16.27820 16.27820 ] 0 d 4.06955 w 4 M 0 0 0 RG 4714.38000 5207.45000 m 5142.93000 5207.45000 l S [ ] 0 d 4.42944 w 4639.91000 4548.82000 m 4716.11000 4425.25000 l S 0 0 0 rg 4726.85000 4407.85000 m 4695.67000 4424.63000 l 4725.84000 4443.23000 l h f* 4.42944 w 4726.85000 4407.85000 m 4695.67000 4424.63000 l 4725.84000 4443.23000 l h 4726.85000 4407.85000 m S Q q 4591.89000 4257.72000 178.13300 109.31300 re W n q 178.13600 0 0 109.31100 4591.88000 4257.73000 cm /R43 Do Q 0 0 0 rg 4703.20000 4314.38000 m 4703.20000 4301.43000 4692.70000 4290.94000 4679.75000 4290.94000 c 4666.81000 4290.94000 4656.30000 4301.43000 4656.30000 4314.38000 c 4656.30000 4327.32000 4666.81000 4337.83000 4679.75000 4337.83000 c 4692.70000 4337.83000 4703.20000 4327.32000 4703.20000 4314.38000 c h f 1.97516 w 4 M 0 0 0 RG 4703.20000 4314.38000 m 4703.20000 4301.43000 4692.70000 4290.94000 4679.75000 4290.94000 c 4666.81000 4290.94000 4656.30000 4301.43000 4656.30000 4314.38000 c 4656.30000 4327.32000 4666.81000 4337.83000 4679.75000 4337.83000 c 4692.70000 4337.83000 4703.20000 4327.32000 4703.20000 4314.38000 c h 4703.20000 4314.38000 m S Q q 4976.21000 4120.03000 474.84800 434.47300 re W n q 474.85100 0 0 434.47000 4976.22000 4120.02000 cm /R44 Do Q 1 0 0 rg 5081.19000 4262.45000 m 5081.19000 4251.87000 5072.62000 4243.30000 5062.04000 4243.30000 c 5051.47000 4243.30000 5042.91000 4251.87000 5042.91000 4262.45000 c 5042.91000 4273 5051.47000 4281.57000 5062.04000 4281.57000 c 5072.62000 4281.57000 5081.19000 4273 5081.19000 4262.45000 c h f 8.89997 w 4 M 1 0 0 RG 5081.19000 4262.45000 m 5081.19000 4251.87000 5072.62000 4243.30000 5062.04000 4243.30000 c 5051.47000 4243.30000 5042.91000 4251.87000 5042.91000 4262.45000 c 5042.91000 4273 5051.47000 4281.57000 5062.04000 4281.57000 c 5072.62000 4281.57000 5081.19000 4273 5081.19000 4262.45000 c h 5081.19000 4262.45000 m S Q q 3088.62000 3998.26000 2362.45000 1325.78000 re W n 1 0 0 rg 4762.91000 4317.82000 m 5014.73000 4267.63000 l f 9.12043 w 4 M 1 0 0 RG 4762.91000 4317.82000 m 5014.73000 4267.63000 l S 4972.25000 4298.60000 m 5026.60000 4265.35000 l 4963.66000 4255.48000 l 4975.57000 4266.33000 4978.99000 4283.76000 4972.25000 4298.60000 c h f* 3.42016 w 1 j 4972.25000 4298.60000 m 5026.60000 4265.35000 l 4963.66000 4255.48000 l 4975.57000 4266.33000 4978.99000 4283.76000 4972.25000 4298.60000 c h 4972.25000 4298.60000 m S 0 0 0 rg q 10 0 0 10 0 0 cm BT /R39 6.06940 Tf 0.01597 -0.99987 0.99987 0.01597 354.76800 467.82900 Tm (Conv) Tj 0.67630 9.61699 Td (Conv) Tj -0.03735 8.49895 Td (Conv) Tj 0.12183 7.62911 Td (Conv) Tj 0.12460 7.80252 Td (Conv) Tj -21.32210 22.36670 Td (Conv) Tj 0.13567 8.49579 Td (Conv) Tj 24.82700 23.36400 Td (FC) Tj 0.09658 8.95897 Td (FC) Tj ET Q [ 17.16910 17.16910 ] 0 d 4.29226 w 0 j 0 0 0 RG 3961.68000 4340.36000 384.52000 585.55500 re S q 10 0 0 10 0 0 cm BT /R45 6.06940 Tf 1 0 0 1 403.84600 444.71600 Tm [ (S) 1.00160 (p) 0.99758 (a) 1.00562 (ti) 0.99758 (a) 1.00562 (l) 0.99758 ( ) 1.00562 ] TJ 7.58672 TL T* [ (w) 1.00160 (ei) 0.99758 (g) 0.99758 (h) 0.99758 (ts) 1.00562 ] TJ /R39 7.28328 Tf 104.99400 -13.49920 Td (\050x\054y\054z\051) Tj ET Q Q q 10 0 0 10 0 0 cm BT /R23 9.96260 Tf 1.02000 0 0 1 308.86200 381.49400 Tm [ (Figure) -301.00900 (1\072) -415.99400 (Ov) 15.01100 (ervie) 24.01320 (w) -301.01200 (of) -300.99000 (the) -301.00700 (proposed) -301.00200 (full) -300.99300 (f) 9.98488 (ace) -300.98300 (appearance\055) ] TJ 1.01500 0 0 1 308.86200 369.53900 Tm [ (based) -245.01600 (g) 5 (aze) -245.01900 (estimation) -245.01400 (pipeline\056) -305.02000 (Our) -244.99000 (method) -245.00900 (only) -245 (tak) 9.99543 (es) -245 (the) ] TJ 0.98000 0 0 1 308.86200 357.58400 Tm [ (f) 10.00480 (ace) -227.00300 (image) -227.98300 (as) -227.00800 (input) -227.01300 (and) -227.99100 (performs) -227.01300 (2D) -228.01800 (and) -226.98800 (3D) -227.01800 (g) 5.00617 (aze) -228.00300 (estimation) ] TJ 1.02000 0 0 1 308.86200 345.62900 Tm [ (using) -276 (a) -275.98700 (con) 40.00440 (v) 18.99670 (olutional) -275.00200 (neural) -276.00600 (netw) 9.98968 (ork) -275.99700 (with) -275.98200 (spatial) -275.98200 (weights) ] TJ 1 0 0 1 308.86200 333.67400 Tm [ (applied) -250.01700 (on) -249.98800 (the) -249.99000 (feature) -250.00500 (maps\056) ] TJ 36.14570 TL T* [ (from) -249.98800 (one) -249.99300 (or) -249.99500 (both) -250.01500 (e) 15.01220 (yes\056) ] TJ 1.02000 0 0 1 320.81700 284.23800 Tm [ (Recent) -368.99600 (results) -369.01000 (by) -369.01500 (Krafka) -368.99800 (et) -370.01200 (al\056) -368.98900 (indicated) -369.00300 (that) -369.00800 (a) -369.01300 (multi\055) ] TJ -11.72070 -11.95510 Td [ (re) 14.99650 (gion) -317.99800 (CNN) -317.00800 (architecture) -316.99300 (that) -316.99800 (tak) 10.01370 (es) -318.01700 (both) -316.99800 (e) 15.00610 (ye) -317.99800 (and) -316.98900 (f) 9.98488 (ace) -317.01300 (im\055) ] TJ 1.00700 0 0 1 308.86200 260.32800 Tm [ (ages) -248.98700 (as) -249.00900 (input) -247.99400 (can) -249.01200 <62656e650274> -249.01700 (g) 4.99848 (aze) -248.98000 (estimation) -248.99500 (performance) -248.99500 (\133) ] TJ 1 0 0 1 531.04400 260.32800 Tm (13) Tj 1.00700 0 0 1 541.00700 260.32800 Tm (\135\056) Tj 1.02000 0 0 1 308.39400 248.37200 Tm [ (While\054) -273.01800 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