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Link to original content: https://unpaywall.org/10.1109/CVPRW56347.2022.00066
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/S/Span<>BDC BT /F11 9.9626 Tf 266.813 445.959 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(t)]TJ ET EMC BT /F73 9.9626 Tf 279.717 445.959 Td [(is)]TJ -229.605 -11.955 Td [(an)-342(image)-342(from)-342(the)-342(tar)18(get)-342(domain)-342(\050)]TJ/F14 9.9626 Tf 141.45 0 Td [(D)]TJ/F10 6.9738 Tf 7.685 -1.495 Td [(t)]TJ/F73 9.9626 Tf 3.508 1.495 Td [(\051.)-586(W)80(e)-342(pass)-342(both)-342(im-)]TJ -152.643 -11.955 Td [(ages)-241(to)-241(the)-241(trained)-240(semantic)-241(se)15(gmentation)-241(model)-241(\050Sec.)]TJ 1 0 0 rg 1 0 0 RG [-241(3.2)]TJ 0 g 0 G [(\051.)]TJ 0 -11.956 Td [(Corresponding)-293(spatial)-292(masks)-293(denoting)-293(the)-292(semantic)-293(part)-293(in)]TJ 0 -11.955 Td [(the)-291(source)-290(and)-291(tar)18(get)-291(images)-290(are)-291(de\002ned)-291(as)]TJ/F11 9.9626 Tf 176.251 0 Td [(y)]TJ/F10 6.9738 Tf 4.884 -1.494 Td [(s)]TJ/F73 9.9626 Tf 7.155 1.494 Td [(and)]TJ/F11 9.9626 Tf 17.281 0 Td [(y)]TJ/F10 6.9738 Tf 4.885 -1.494 Td [(t)]TJ/F73 9.9626 Tf 3.508 1.494 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[(e)25(v)25(ant)-286(mask)10(ed)-286(re)15(gions.)-419(W)80(e)-286(denote)-287(this)-286(as)-286(the)-286(crosso)15(v)15(er)-287(im-)]TJ 0 -11.955 Td [(age)-412(\050)]TJ/F11 9.9626 Tf 21.248 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.495 Td [(c)]TJ/F73 9.9626 Tf 4.059 1.495 Td [(\051.)-795(The)-412(source)-412(image)]TJ/F11 9.9626 Tf 91.884 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.495 Td [(s)]TJ/F73 9.9626 Tf 8.361 1.495 Td [(is)-412(mask)10(ed)-412(by)-411(the)-412(corre-)]TJ -136.94 -11.955 Td [(sponding)-331(re)15(gions)-331(in)]TJ/F11 9.9626 Tf 83.363 0 Td [(y)]TJ/F10 6.9738 Tf 4.885 -1.495 Td [(s)]TJ/F73 9.9626 Tf 7.558 1.495 Td [(indicating)-331(the)-331(parts)-332(we)-331(wish)-331(to)-331(in-)]TJ -95.806 -11.955 Td [(te)15(grate)-333(from)-332(the)-333(source)-333(domain.)-558(Additionally)65(,)-353(we)-333(wish)-333(to)]TJ 0 -11.956 Td [(remo)15(v)15(e/subtract)-230(the)-231(corresponding)-230(se)15(gmentation)-230(parts)-231(from)]TJ 0 -11.955 Td [(the)-239(tar)18(get)-238(image.)-307(W)80(e)-238(thus)-239(use)-239(the)-239(binary)-238(complement)-239(of)-239(the)]TJ 0 -11.955 Td [(tar)18(get)-300(mask)-299(as)]TJ/F8 9.9626 Tf 61.474 0 Td [(\026)]TJ/F11 9.9626 Tf -0.684 0 Td [(y)]TJ/F10 6.9738 Tf 4.884 -1.494 Td [(t)]TJ/F73 9.9626 Tf 3.508 1.494 Td [(.)-459(Fig.)]TJ 1 0 0 rg 1 0 0 RG [-299(2)]TJ 0 g 0 G [-300(sho)25(ws)-300(e)15(xamples)-299(of)-300(the)-300(generated)]TJ -69.182 -11.955 Td [(source)-403(and)-403(tar)18(get)-402(images)-403(and)-403(their)-403(corresponding)-403(masks.)]TJ 0 -11.955 Td [(The)-250(nai)25(v)15(e)-250(crosso)15(v)15(er)-250(image)]TJ/F11 9.9626 Tf 108.861 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.495 Td [(c)]TJ/F73 9.9626 Tf 6.549 1.495 Td [(is)-250(thus)-250(computed)-250(as:)]TJ ET /S/Span<>BDC BT /F11 9.9626 Tf 110.977 199.212 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(c)]TJ/F8 9.9626 Tf 6.826 1.494 Td [(=)-278(\050)]TJ/F11 9.9626 Tf 14.391 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(s)]TJ/F14 9.9626 Tf 6.472 1.494 Td [(\012)]TJ/F11 9.9626 Tf 9.962 0 Td [(y)]TJ/F10 6.9738 Tf 4.885 -1.494 Td [(s)]TJ/F8 9.9626 Tf 4.258 1.494 Td [(\051)-222(+)-222(\050)]TJ/F11 9.9626 Tf 19.925 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(t)]TJ/F14 9.9626 Tf 5.722 1.494 Td [(\012)]TJ/F8 9.9626 Tf 10.646 0 Td [(\026)]TJ/F11 9.9626 Tf -0.684 0 Td [(y)]TJ/F10 6.9738 Tf 4.885 -1.494 Td [(t)]TJ/F8 9.9626 Tf 3.508 1.494 Td [(\051)]TJ/F11 9.9626 Tf 3.874 0 Td [(;)]TJ ET EMC BT /F73 9.9626 Tf 274.746 199.212 Td [(\0501\051)]TJ -224.634 -19.598 Td [(where)]TJ/F14 9.9626 Tf 26.829 0 Td [(\012)]TJ/F73 9.9626 Tf 10.24 0 Td [(is)-250(pix)15(el-wise)-250(multiplication/masking.)]TJ -25.114 -11.955 Td [(Importantly)65(,)-264(while)-261(this)-262(image)-261(contains)-261(the)-261(features)-262(from)]TJ -11.955 -11.955 Td [(both)-338(domains,)-360(it)-338(is)-338(not)-338(a)-338(visually)-338(con)40(vincing)-338(dual-domain)]TJ 0 -11.955 Td [(image.)-326(W)80(e)-255(thus)-255(aim)-256(to)-255(search)-255(the)-255(latent)-256(s)1(p)-1(a)1(ce)]TJ/F14 9.9626 Tf 184.644 0 Td [(Z)]TJ/F73 9.9626 Tf 10.555 0 Td [(for)-255(the)-256(the)]TJ -195.199 -11.956 Td [(optimal)-347(latent)-348(v)15(ector)]TJ/F8 9.9626 Tf 88.313 0 Td [(^)]TJ/F11 9.9626 Tf -0.599 0 Td [(z)]TJ/F73 9.9626 Tf 8.533 0 Td [(that)-347(can)-348(generate)-347(our)-348(dual-domain)]TJ -96.247 -11.955 Td [(image)-255(such)-256(that)]TJ/F8 9.9626 Tf 65.816 0 Td [(^)]TJ/F11 9.9626 Tf -0.633 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(t)]TJ/F14 9.9626 Tf 6.275 1.494 Td [(\040)-278(G)]TJ/F10 6.9738 Tf 18.657 -1.494 Td [(t)]TJ/F8 9.9626 Tf 3.507 1.494 Td [(\050)-60(^)]TJ/F11 9.9626 Tf 3.875 0 Td [(z)]TJ/F8 9.9626 Tf 5.071 0 Td [(\051)]TJ/F73 9.9626 Tf 3.874 0 Td [(.)-326(W)80(e)-255(use)-255(a)-256(gradient-based)-255(opti-)]TJ -112.136 -11.955 Td [(misation)-296(that)-296(iterati)25(v)15(ely)-297(updates)-296(a)-296(latent)-296(code)]TJ/F8 9.9626 Tf 186.325 0 Td [(^)]TJ/F11 9.9626 Tf -0.599 0 Td [(z)]TJ/F14 9.9626 Tf 7.839 0 Td [(2)-278(N)]TJ/F8 9.9626 Tf 19.051 0 Td [(\050)]TJ/F85 9.9626 Tf 3.875 0 Td [(0)]TJ/F11 9.9626 Tf 5.728 0 Td [(;)]TJ/F85 9.9626 Tf 4.428 0 Td [(1)]TJ/F8 9.9626 Tf 5.729 0 Td [(\051)]TJ 0 g 0 G ET q 1 0 0 1 50.112 100.143 cm []0 d 0 J 0.398 w 0 0 m 94.499 0 l S Q BT /F73 5.9776 Tf 50.112 93.277 Td [(2)]TJ/F73 7.9701 Tf 3.487 -2.812 Td [(Note)-288(that)-288(the)-288(source)-288(domain)-288(may)-288(or)-288(may)-288(not)-288(correspond)-288(to)-288(the)-289(fe)25(w-shot)]TJ 0 -9.465 Td [(domain)-250(in)-250(the)-250(adaptation,)-250(and)-250(similarly)-250(for)-250(the)-250(tar)18(get)-250(domain.)]TJ 0 g 0 G 0 g 0 G 0 g 0 G 0 g 0 G 0 g 0 G 0 g 0 G ET 1 0 0 1 308.862 649.918 cm q .60208 0 0 .60208 0 0 cm q 1 0 0 1 0 0 cm /Im16 Do Q Q 1 0 0 1 0 -44.989 cm q .6789 0 0 .6789 0 0 cm q 1 0 0 1 0 0 cm /Im17 Do Q Q 0 g 0 G 1 0 0 1 -308.862 -604.929 cm BT /F73 8.9664 Tf 308.862 598.255 Td [(Figure)-267(2.)]TJ/F72 8.9664 Tf 35.781 0 Td [(T)92(op:)]TJ/F73 8.9664 Tf 23.794 0 Td [(A)-267(random)-268(latent)-267(code)]TJ/F92 8.9664 Tf 80.308 0 Td [(z)]TJ/F41 5.9776 Tf 4.673 3.809 Td [(?)]TJ/F73 8.9664 Tf 6.715 -3.809 Td [(is)-267(fed)-268(into)-267(tw)10(o)-268(dif)25(ferent)]TJ -151.271 -10.959 Td [(generators)-379(to)-379(create)-379(tw)10(o)-379(corresponding)-379(images)-379(from)-379(tw)10(o)-378(dif)25(fer)20(-)]TJ 0 -10.959 Td [(ent)-294(domai)1(ns,)-305(source)-293(image)]TJ/F92 8.9664 Tf 99.526 0 Td [(x)]TJ/F41 5.9776 Tf 5.224 -0.997 Td [(s)]TJ/F73 8.9664 Tf 6.623 0.997 Td [(and)-294(tar)18(get)-293(image)]TJ/F92 8.9664 Tf 63.012 0 Td [(x)]TJ/F41 5.9776 Tf 5.224 -0.997 Td [(t)]TJ/F73 8.9664 Tf 3.348 0.997 Td [(.)-441(Masks)-293(of)-294(the)]TJ -182.957 -10.959 Td [(generated)-310(images,)]TJ/F92 8.9664 Tf 68.197 0 Td [(y)]TJ/F41 5.9776 Tf 4.539 -0.996 Td [(s)]TJ/F73 8.9664 Tf 6.775 0.996 Td [(and)]TJ/F92 8.9664 Tf 15.731 0 Td [(y)]TJ/F41 5.9776 Tf 4.539 -0.996 Td [(t)]TJ/F73 8.9664 Tf 3.348 0.996 Td [(,)-326(are)-310(then)-310(computed)-311(from)-310(a)-311(one-shot)]TJ -103.129 -10.959 Td [(se)15(gmentation)-241(model.)]TJ/F72 8.9664 Tf 77.25 0 Td [(Bottom:)]TJ/F73 8.9664 Tf 34.111 0 Td [(Nai)25(v)15(e)-241(crosso)15(v)15(er)-240(image)-241(\050)]TJ/F92 8.9664 Tf 86.518 0 Td [(x)]TJ/F41 5.9776 Tf 5.223 -0.996 Td [(c)]TJ/F73 8.9664 Tf 3.841 0.996 Td [(\051,)-243(where)]TJ/F91 8.9664 Tf -206.305 -10.959 Td [(\026)]TJ/F92 8.9664 Tf -0.638 0 Td [(y)]TJ/F41 5.9776 Tf 4.538 -0.996 Td [(t)]TJ/F73 8.9664 Tf 5.591 0.996 Td [(denotes)-250(the)-250(binary)-250(complement)-250(of)]TJ/F92 8.9664 Tf 124.263 0 Td [(y)]TJ/F41 5.9776 Tf 4.539 -0.996 Td [(t)]TJ/F73 8.9664 Tf 3.348 0.996 Td [(.)]TJ 0 g 0 G 0 g 0 G /F73 9.9626 Tf -142.279 -33.03 Td [(using)-264(a)-264(loss)-264(function)-264(that)-263(is)-264(based)-264(on)-264(a)-264(combination)-264(of)-264(per)20(-)]TJ 0 -11.955 Td [(ceptual)-225(loss)-225([)]TJ 0 1 0 rg 0 1 0 RG [(17)]TJ 0 g 0 G [(])-226(and)-225(pix)15(el-le)25(v)15(el)-225(Mean)-225(Square)-225(Error)-226(\050MSE\051.)]TJ 11.955 -11.955 Td [(W)80(e)-307(initialise)]TJ/F8 9.9626 Tf 54.067 0 Td [(^)]TJ/F11 9.9626 Tf -0.599 0 Td [(z)]TJ/F73 9.9626 Tf 8.13 0 Td [(randomly)]TJ 1 0 0 rg 1 0 0 RG /F73 6.9738 Tf 38.186 3.615 Td [(3)]TJ 0 g 0 G /F73 9.9626 Tf 3.985 -3.615 Td [(.)-481(W)80(e)-307(base)-307(our)-307(perceptual)-307(loss)]TJ -115.724 -11.955 Td [(on)-229(that)-229(proposed)-229(in)-230([)]TJ 0 1 0 rg 0 1 0 RG [(6)]TJ 0 g 0 G [(],)-233(which)-229(compares)-229(the)-229(acti)25(v)25(ations)-230(of)-229(a)]TJ 0 -11.955 Td [(pre-trained)-276(con)40(v)20(olutional)-275(netw)10(ork)-276(from)-276(tw)10(o)-276(images,)-282(a)-276(syn-)]TJ 0 -11.956 Td [(thesised)-305(image)-305(and)-305(a)-305(reference)-305(image.)-475(In)-305(DDS,)-305(we)-305(do)-305(not)]TJ 0 -11.955 Td [(ha)20(v)15(e)-190(a)-191(reference)-190(image)-190(in)-190(the)-191(dual-domain,)-202(and)-190(thus)-190(our)-191(per)20(-)]TJ 0 -11.955 Td [(ceptual)-250(loss)-250(considers)-250(both)-250(the)-250(source)-250(and)-250(tar)18(get)-250(domains.)]TJ 11.955 -11.955 Td [(W)80(e)-468(use)-469(acti)25(v)25(ati)1(ons)-469(from)-468(the)-468(layers)]TJ/F11 9.9626 Tf 152.303 0 Td [(conv)]TJ/F7 6.9738 Tf 19.95 -1.494 Td [(1)]TJ ET q 1 0 0 1 497.46 413.494 cm []0 d 0 J 0.398 w 0 0 m 2.092 0 l S Q BT /F7 6.9738 Tf 499.552 413.295 Td [(1)]TJ/F73 9.9626 Tf 4.469 1.494 Td [(,)]TJ/F11 9.9626 Tf 7.7 0 Td [(conv)]TJ/F7 6.9738 Tf 19.949 -1.494 Td [(1)]TJ ET q 1 0 0 1 536.06 413.494 cm []0 d 0 J 0.398 w 0 0 m 2.092 0 l S Q BT /F7 6.9738 Tf 538.152 413.295 Td [(2)]TJ/F73 9.9626 Tf 4.469 1.494 Td [(,)]TJ/F11 9.9626 Tf -233.759 -11.955 Td [(conv)]TJ/F7 6.9738 Tf 19.949 -1.495 Td [(2)]TJ ET q 1 0 0 1 333.201 401.539 cm []0 d 0 J 0.398 w 0 0 m 2.092 0 l S Q BT /F7 6.9738 Tf 335.293 401.339 Td [(2)]TJ/F73 9.9626 Tf 6.738 1.495 Td [(and)]TJ/F11 9.9626 Tf 16.655 0 Td [(conv)]TJ/F7 6.9738 Tf 19.949 -1.495 Td [(3)]TJ ET q 1 0 0 1 383.025 401.539 cm []0 d 0 J 0.398 w 0 0 m 2.092 0 l S Q BT /F7 6.9738 Tf 385.117 401.339 Td [(3)]TJ/F73 9.9626 Tf 6.738 1.495 Td [(of)]TJ/F76 9.9626 Tf 10.568 0 Td [(VGG-16)]TJ/F73 9.9626 Tf 36.231 0 Td [([)]TJ 0 1 0 rg 0 1 0 RG [(29)]TJ 0 g 0 G [(])-228(for)-227(the)-228(perceptual)-228(loss)]TJ -129.792 -11.955 Td [(as)-347(proposed)-347(in)-348([)]TJ 0 1 0 rg 0 1 0 RG [(6)]TJ 0 g 0 G [(].)-601(W)80(e)-347(do)25(wnsample)-347(the)-348(se)15(gmentation)-347(bi-)]TJ 0 -11.956 Td [(nary)-219(masks)-218(at)-219(each)-219(layer)-219(t)1(o)-219(match)-219(the)-219(resolutions)-218(of)-219(the)-219(cor)20(-)]TJ 0 -11.955 Td [(responding)-315(acti)25(v)25(ation)-316(layer)40(,)-332(and)-315(duplicate)-316(the)-315(mask)-316(across)]TJ 0 -11.955 Td [(the)-387(channel)-388(dimension,)-422(to)-387(match)-387(the)-388(number)-387(of)-388(channels)]TJ 0 -11.955 Td [(in)-383(the)-382(layer)55(.)-709(T)80(o)-382(measure)-383(the)-383(similarity)-382(between)-383(the)-383(gen-)]TJ 0 -11.955 Td [(erated)-331(image)-331(and)-330(the)-331(e)15(xpected)-331(image)-331(during)-331(optimisation,)]TJ 0 -11.955 Td [(we)-288(apply)-289(a)-288(loss)-288(function)-288(that)-289(is)-288(a)-288(weighted)-288(combination)-289(of)]TJ 0 -11.956 Td [(perceptual)-250(loss)-250(and)-250(the)-250(pix)15(el-wise)-250(MSE)-250(loss:)]TJ ET /S/Span<>BDC BT /F14 9.9626 Tf 316.691 284.756 Td [(L)]TJ/F10 6.9738 Tf 6.872 -1.495 Td [(s)]TJ/F8 9.9626 Tf 7.025 1.495 Td [(=)]TJ/F14 9.9626 Tf 10.517 0 Td [(L)]TJ/F10 6.9738 Tf 6.871 -1.495 Td [(p)]TJ/F8 9.9626 Tf 4.605 1.495 Td [(\050)]TJ/F14 9.9626 Tf 3.874 0 Td [(G)]TJ/F10 6.9738 Tf 5.927 -1.495 Td [(s)]TJ/F8 9.9626 Tf 4.258 1.495 Td [(\050)-60(^)]TJ/F11 9.9626 Tf 3.875 0 Td [(z)]TJ/F8 9.9626 Tf 5.071 0 Td [(\051)]TJ/F11 9.9626 Tf 3.874 0 Td [(;)-167(x)]TJ/F10 6.9738 Tf 10.122 -1.495 Td [(s)]TJ/F11 9.9626 Tf 4.258 1.495 Td [(;)-167(y)]TJ/F10 6.9738 Tf 9.313 -1.495 Td [(s)]TJ/F8 9.9626 Tf 4.258 1.495 Td [(\051)-222(+)]TJ/F14 9.9626 Tf 16.051 0 Td [(kG)]TJ/F10 6.9738 Tf 10.908 -1.495 Td [(s)]TJ/F8 9.9626 Tf 4.258 1.495 Td [(\050)-60(^)]TJ/F11 9.9626 Tf 3.874 0 Td [(z)]TJ/F8 9.9626 Tf 5.072 0 Td [(\051)]TJ/F14 9.9626 Tf 6.088 0 Td [(\012)]TJ/F11 9.9626 Tf 9.963 0 Td [(y)]TJ/F10 6.9738 Tf 4.884 -1.495 Td [(s)]TJ/F14 9.9626 Tf 6.472 1.495 Td [(\000)]TJ/F11 9.9626 Tf 9.963 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.495 Td [(s)]TJ/F14 9.9626 Tf 6.472 1.495 Td [(\012)]TJ/F11 9.9626 Tf 9.963 0 Td [(y)]TJ/F10 6.9738 Tf 4.884 -1.495 Td [(s)]TJ/F14 9.9626 Tf 4.258 1.495 Td [(k)]TJ/F7 6.9738 Tf 4.982 5.009 Td [(2)]TJ/F14 9.9626 Tf -204.506 -22.084 Td [(L)]TJ/F10 6.9738 Tf 6.872 -1.494 Td [(t)]TJ/F8 9.9626 Tf 6.275 1.494 Td [(=)]TJ/F14 9.9626 Tf 10.516 0 Td [(L)]TJ/F10 6.9738 Tf 6.871 -1.494 Td [(p)]TJ/F8 9.9626 Tf 4.605 1.494 Td [(\050)]TJ/F14 9.9626 Tf 3.875 0 Td [(G)]TJ/F10 6.9738 Tf 5.926 -1.494 Td [(t)]TJ/F8 9.9626 Tf 3.508 1.494 Td [(\050)-60(^)]TJ/F11 9.9626 Tf 3.874 0 Td [(z)]TJ/F8 9.9626 Tf 5.072 0 Td [(\051)]TJ/F11 9.9626 Tf 3.874 0 Td [(;)-167(x)]TJ/F10 6.9738 Tf 10.122 -1.494 Td [(t)]TJ/F11 9.9626 Tf 3.507 1.494 Td [(;)]TJ/F8 9.9626 Tf 5.112 0 Td [(\026)]TJ/F11 9.9626 Tf -0.684 0 Td [(y)]TJ/F10 6.9738 Tf 4.885 -1.494 Td [(t)]TJ/F8 9.9626 Tf 3.507 1.494 Td [(\051)-222(+)]TJ/F14 9.9626 Tf 16.051 0 Td [(kG)]TJ/F10 6.9738 Tf 10.908 -1.494 Td [(t)]TJ/F8 9.9626 Tf 3.508 1.494 Td [(\050)-60(^)]TJ/F11 9.9626 Tf 3.874 0 Td [(z)]TJ/F8 9.9626 Tf 5.071 0 Td [(\051)]TJ/F14 9.9626 Tf 6.089 0 Td [(\012)]TJ/F8 9.9626 Tf 10.646 0 Td [(\026)]TJ/F11 9.9626 Tf -0.684 0 Td [(y)]TJ/F10 6.9738 Tf 4.885 -1.494 Td [(t)]TJ/F14 9.9626 Tf 5.721 1.494 Td [(\000)]TJ/F11 9.9626 Tf 9.963 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(t)]TJ/F14 9.9626 Tf 5.721 1.494 Td [(\012)]TJ/F8 9.9626 Tf 10.647 0 Td [(\026)]TJ/F11 9.9626 Tf -0.684 0 Td [(y)]TJ/F10 6.9738 Tf 4.884 -1.494 Td [(t)]TJ/F14 9.9626 Tf 3.508 1.494 Td [(k)]TJ/F7 6.9738 Tf 4.981 5.009 Td [(2)]TJ ET EMC BT /F73 9.9626 Tf 533.496 276.686 Td [(\0502\051)]TJ -224.634 -30.163 Td [(where)]TJ/F11 9.9626 Tf 28.072 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(s)]TJ/F11 9.9626 Tf 4.258 1.494 Td [(;)-167(x)]TJ/F10 6.9738 Tf 10.122 -1.494 Td [(t)]TJ/F73 9.9626 Tf 7.241 1.494 Td [(are)-375(source)-374(and)-375(tar)18(get)-375(images,)]TJ/F8 9.9626 Tf 125.432 0 Td [(\026)]TJ/F11 9.9626 Tf -0.683 0 Td [(y)]TJ/F10 6.9738 Tf 4.884 -1.494 Td [(t)]TJ/F73 9.9626 Tf 7.241 1.494 Td [(is)-375(a)-374(binary)]TJ -192.261 -11.955 Td [(complement)-268(of)-268(the)-268(tar)18(get)-268(mask)]TJ/F11 9.9626 Tf 126.612 0 Td [(y)]TJ/F10 6.9738 Tf 4.884 -1.494 Td [(t)]TJ/F73 9.9626 Tf 3.508 1.494 Td [(.)]TJ/F14 9.9626 Tf 6.116 0 Td [(G)]TJ/F10 6.9738 Tf 5.927 -1.494 Td [(s)]TJ/F8 9.9626 Tf 4.258 1.494 Td [(\050)]TJ/F14 9.9626 Tf 3.874 0 Td [(\001)]TJ/F8 9.9626 Tf 2.768 0 Td [(\051)]TJ/F11 9.9626 Tf 3.874 0 Td [(;)]TJ/F14 9.9626 Tf 4.428 0 Td [(G)]TJ/F10 6.9738 Tf 5.926 -1.494 Td [(t)]TJ/F8 9.9626 Tf 3.508 1.494 Td [(\050)]TJ/F14 9.9626 Tf 3.874 0 Td [(\001)]TJ/F8 9.9626 Tf 2.768 0 Td [(\051)]TJ/F73 9.9626 Tf 6.544 0 Td [(are)-268(the)-268(gen-)]TJ -188.869 -11.955 Td [(erators)-242(for)-242(source)-243(and)-242(tar)18(get)-242(domains)-242(respecti)25(v)15(ely)65(.)-307(The)-243(per)20(-)]TJ 0 -11.955 Td [(ceptual)-250(loss)]TJ/F14 9.9626 Tf 49.255 0 Td [(L)]TJ/F10 6.9738 Tf 6.871 -1.495 Td [(p)]TJ/F8 9.9626 Tf 4.605 1.495 Td [(\050)]TJ/F14 9.9626 Tf 3.874 0 Td [(\001)]TJ/F8 9.9626 Tf 2.768 0 Td [(\051)]TJ/F73 9.9626 Tf 6.365 0 Td [(in)-250(Eq.)]TJ 1 0 0 rg 1 0 0 RG [-250(2)]TJ 0 g 0 G [-250(is)-250(computed)-250(as)-250(:)]TJ ET /S/Span<>BDC BT /F14 9.9626 Tf 317.186 178.816 Td [(L)]TJ/F10 6.9738 Tf 6.872 -1.494 Td [(p)]TJ/F8 9.9626 Tf 4.605 1.494 Td [(\050)]TJ/F11 9.9626 Tf 3.874 0 Td [(I)]TJ/F7 6.9738 Tf 4.38 -1.494 Td [(1)]TJ/F11 9.9626 Tf 4.469 1.494 Td [(;)-167(I)]TJ/F7 6.9738 Tf 8.807 -1.494 Td [(2)]TJ/F11 9.9626 Tf 4.47 1.494 Td [(;)-167(\025)]TJ/F8 9.9626 Tf 10.239 0 Td [(\051)-278(=)]TJ/F10 6.9738 Tf 21.82 12.453 Td [(J)]TJ/F1 9.9626 Tf -4.662 -2.988 Td [(X)]TJ/F10 6.9738 Tf 0.302 -21.22 Td [(j)]TJ/F7 6.9738 Tf 3.699 0 Td [(=1)]TJ/F8 9.9626 Tf 16.856 18.495 Td [(1)]TJ ET q 1 0 0 1 399.306 181.307 cm []0 d 0 J 0.398 w 0 0 m 12.203 0 l S Q BT /F11 9.9626 Tf 399.306 171.982 Td [(N)]TJ/F10 6.9738 Tf 8.005 -1.494 Td [(j)]TJ/F14 9.9626 Tf 7.054 8.328 Td [(kF)]TJ/F10 6.9738 Tf 12.142 -1.494 Td [(j)]TJ/F8 9.9626 Tf 4.197 1.494 Td [(\050)]TJ/F11 9.9626 Tf 3.875 0 Td [(I)]TJ/F7 6.9738 Tf 4.379 -1.494 Td [(1)]TJ/F8 9.9626 Tf 4.47 1.494 Td [(\051)]TJ/F14 9.9626 Tf 6.088 0 Td [(\002)]TJ/F11 9.9626 Tf 9.962 0 Td [(\025)]TJ/F10 6.9738 Tf 5.812 -1.494 Td [(j)]TJ/F14 9.9626 Tf 6.412 1.494 Td [(\000)-222(F)]TJ/F10 6.9738 Tf 17.123 -1.494 Td [(j)]TJ/F8 9.9626 Tf 4.198 1.494 Td [(\050)]TJ/F11 9.9626 Tf 3.874 0 Td [(I)]TJ/F7 6.9738 Tf 4.38 -1.494 Td [(2)]TJ/F8 9.9626 Tf 4.469 1.494 Td [(\051)]TJ/F14 9.9626 Tf 6.088 0 Td [(\002)]TJ/F11 9.9626 Tf 9.963 0 Td [(\025)]TJ/F10 6.9738 Tf 5.811 -1.494 Td [(j)]TJ/F14 9.9626 Tf 4.198 1.494 Td [(k)]TJ ET EMC BT /F73 9.9626 Tf 533.496 156.918 Td [(\0503\051)]TJ -224.634 -11.955 Td [(where)]TJ/F11 9.9626 Tf 26.828 0 Td [(I)]TJ/F7 6.9738 Tf 4.38 -1.494 Td [(1)]TJ/F11 9.9626 Tf 4.469 1.494 Td [(;)-167(I)]TJ/F7 6.9738 Tf 8.807 -1.494 Td [(2)]TJ/F73 9.9626 Tf 6.959 1.494 Td [(are)-250(tw)10(o)-250(images,)]TJ/F11 9.9626 Tf 65.193 0 Td [(\025)]TJ/F73 9.9626 Tf 8.301 0 Td [(is)-250(the)-250(mask,)]TJ/F11 9.9626 Tf 49.81 0 Td [(\025)]TJ/F10 6.9738 Tf 5.811 -1.494 Td [(j)]TJ/F73 9.9626 Tf 6.688 1.494 Td [(is)-250(the)-250(do)25(wn-)]TJ -187.246 -11.955 Td [(sampled)-349(se)15(gmentation)-348(mask)-349(according)-348(to)-349(the)-349(siz)1(e)-349(of)-349(each)]TJ/F11 9.9626 Tf 0 -11.955 Td [(conv)]TJ/F73 9.9626 Tf 23.495 0 Td [(layer)]TJ/F11 9.9626 Tf 23.103 0 Td [(j)]TJ/F73 9.9626 Tf 4.673 0 Td [(.)]TJ/F14 9.9626 Tf 7.671 0 Td [(F)]TJ/F10 6.9738 Tf 7.161 -1.495 Td [(j)]TJ/F73 9.9626 Tf 7.386 1.495 Td [(is)-320(the)-320(acti)25(v)25(ations)-320(of)-320(the)]TJ/F11 9.9626 Tf 97.901 0 Td [(conv)]TJ/F73 9.9626 Tf 23.495 0 Td [(layers)-320(and)]TJ/F11 9.9626 Tf -194.885 -11.955 Td [(N)]TJ/F10 6.9738 Tf 8.005 -1.495 Td [(j)]TJ/F73 9.9626 Tf 6.599 1.495 Td [(is)-241(the)-241(number)-241(of)-241(scalars)-241(in)-241(the)]TJ/F11 9.9626 Tf 121.394 0 Td [(j)]TJ/F10 6.9738 Tf 4.673 3.615 Td [(th)]TJ/F73 9.9626 Tf 10.573 -3.615 Td [(layer)-241(output,)-243(and)]TJ/F11 9.9626 Tf 69.477 0 Td [(J)]TJ/F73 9.9626 Tf 8.884 0 Td [(is)]TJ 0 g 0 G ET q 1 0 0 1 308.862 100.143 cm []0 d 0 J 0.398 w 0 0 m 94.499 0 l S Q BT /F73 5.9776 Tf 308.862 93.277 Td [(3)]TJ/F73 7.9701 Tf 3.487 -2.812 Td [(Initial)-226(e)15(xperimental)-225(e)25(vidence)-226(sho)25(wed)-225(that)-226(starting)-226(from)]TJ/F40 7.9701 Tf 176.754 0 Td [(z)]TJ/F41 5.9776 Tf 4.276 2.812 Td [(?)]TJ/F73 7.9701 Tf 6.115 -2.812 Td [(produces)-226(infe-)]TJ -187.145 -9.465 Td [(rior)-250(results)-250(with)-250(the)-250(optimisation)-250(stuck)-250(in)-250(local)-250(minima.)]TJ 0 g 0 G 0 g 0 G /F73 9.9626 Tf -17.228 -29.888 Td [(3)]TJ 0 g 0 G ET 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[(:)-167(:)-166(:)]TJ ET 1 0 0 1 417.584 666.967 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im27 Do Q Q q 1 0 0 1 41.579 -3.587 cm []0 d 0 J 0.398 w 0 0 m 0 44.665 l S Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im28 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im29 Do Q Q 1 0 0 1 -449.335 -44.665 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im30 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im31 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im32 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im33 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im34 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im35 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im36 Do Q Q 1 0 0 1 -304.869 -622.302 cm BT /F11 9.9626 Tf 346.947 622.302 Td [(:)-167(:)-166(:)]TJ ET 1 0 0 1 361.226 622.302 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im37 Do Q Q 1 0 0 1 -361.226 -622.302 cm BT /F11 9.9626 Tf 403.304 622.302 Td [(:)-167(:)-166(:)]TJ ET 1 0 0 1 417.584 622.302 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im38 Do Q Q q 1 0 0 1 41.579 -3.586 cm []0 d 0 J 0.398 w 0 0 m 0 44.665 l S Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im39 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im40 Do Q Q 1 0 0 1 -449.335 -44.664 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im41 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im42 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im43 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im44 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im45 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im46 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im47 Do Q Q 1 0 0 1 -304.869 -577.638 cm BT /F11 9.9626 Tf 346.947 577.638 Td [(:)-167(:)-166(:)]TJ ET 1 0 0 1 361.226 577.638 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im48 Do Q Q 1 0 0 1 -361.226 -577.638 cm BT /F11 9.9626 Tf 403.304 577.638 Td [(:)-167(:)-166(:)]TJ ET 1 0 0 1 417.584 577.638 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im49 Do Q Q q 1 0 0 1 41.579 -3.587 cm []0 d 0 J 0.398 w 0 0 m 0 44.665 l S Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im50 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im51 Do Q Q 1 0 0 1 -449.335 -44.665 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im52 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im53 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im54 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im55 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im56 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im57 Do Q Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im58 Do Q Q 1 0 0 1 -304.869 -532.973 cm BT /F11 9.9626 Tf 346.947 532.973 Td [(:)-167(:)-166(:)]TJ ET 1 0 0 1 361.226 532.973 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im59 Do Q Q 1 0 0 1 -361.226 -532.973 cm BT /F11 9.9626 Tf 403.304 532.973 Td [(:)-167(:)-166(:)]TJ ET 1 0 0 1 417.584 532.973 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im60 Do Q Q q 1 0 0 1 41.579 -3.587 cm []0 d 0 J 0.398 w 0 0 m 0 44.665 l S Q 1 0 0 1 42.077 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im61 Do Q Q 1 0 0 1 42.078 0 cm q .16046 0 0 .16046 0 0 cm q 256 0 0 256 0 0 cm /Im62 Do Q Q 0 g 0 G 1 0 0 1 -501.739 -532.973 cm BT /F73 8.9664 Tf 50.112 521.715 Td [(Figure)-289(4.)-427(Intermediate)-290(D)1(DS)-290(results)-289(for)]TJ/F92 8.9664 Tf 144.043 0 Td [(D)-29(D)-28(S)]TJ/F41 5.9776 Tf 21.339 -0.996 Td [(car)32(:)]TJ/F44 5.9776 Tf 12.919 0 Td [(!)]TJ/F41 5.9776 Tf 7.305 0 Td [(nat:)]TJ/F73 8.9664 Tf 16.846 0.996 Td [(with)-289(a)-289(semantic)-289(mask)-289(of)-289(the)-290(e)15(ye/nose/)1(mouth)-290(re)15(gions.)-427(Source)-289(and)-289(tar)18(get)-289(domains)]TJ -202.452 -10.959 Td [(are)-250(caricature)-250(and)-250(natural)-250(f)10(aces)-250(respecti)25(v)15(ely)65(.)-310(In)-250(the)-250(\002rst)-250(ro)25(w)65(,)-250(note)-250(the)-250(distinct)-250(caricature)-250(e)15(yes,)-250(nose)-250(and)-250(mouth)-250(in)]TJ/F92 8.9664 Tf 403.438 0 Td [(i)]TJ/F56 8.9664 Tf 5.713 0 Td [(\025)]TJ/F91 8.9664 Tf 9.727 0 Td [(500)]TJ/F73 8.9664 Tf 16.065 0 Td [(iterations.)]TJ 0 g 0 G 0 g 0 G /F11 9.9626 Tf -434.943 -33.175 Td [(J)]TJ/F73 9.9626 Tf 8.753 0 Td [(in)-228(Eq.)]TJ 1 0 0 rg 1 0 0 RG [-228(3)]TJ 0 g 0 G [-228(is)-228(set)-227(to)-228(4,)-233(gi)25(v)15(en)-228(the)-227(layers)-228(chosen)-228(from)]TJ/F76 9.9626 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-11.955 Td [(F)15(ace-Caricature)-395([)]TJ 0 1 0 rg 0 1 0 RG [(25)]TJ 0 g 0 G [(])-396(and)-395(F)15(ace-Sk)10(etch)-395([)]TJ 0 1 0 rg 0 1 0 RG [(32)]TJ 0 g 0 G [(])-395(images)-396(\050mod-)]TJ 0 -11.956 Td [(els)-324(from)-323([)]TJ 0 1 0 rg 0 1 0 RG [(4)]TJ 0 g 0 G [(]\051.)-531(W)80(e)-323(e)15(xperiment)-324(with)-323(the)-324(domain)-323(pairs)-324(natu-)]TJ 0 -11.955 Td [(ral)]TJ/F14 9.9626 Tf 13.667 0 Td [($)]TJ/F73 9.9626 Tf 13.12 0 Td [(caricature)-317(and)-317(natural)]TJ/F14 9.9626 Tf 90.794 0 Td [($)]TJ/F73 9.9626 Tf 13.12 0 Td [(sk)10(etch)-317(and)-317(tw)10(o)-317(part-based)]TJ -130.701 -11.955 Td [(se)15(gmentation)-451(masks,)-501(one)-451(indicating)-450(the)-451(re)15(gions)-451(of)-451(e)15(yes,)]TJ 0 -11.955 Td [(nose)-250(and)-250(mouth)]TJ 1 0 0 rg 1 0 0 RG /F73 6.9738 Tf 63.093 3.615 Td [(4)]TJ 0 g 0 G /F73 9.9626 Tf 6.476 -3.615 Td [(and)-250(the)-250(other)-250(indicating)-250(the)-250(hair)55(.)]TJ/F72 9.9626 Tf -69.569 -12.989 Td [(Qualitati)10(v)10(e)-284(r)18(es)1(ults:)]TJ/F73 9.9626 Tf 85.345 0 Td [(Fig.)]TJ 1 0 0 rg 1 0 0 RG [-284(4)]TJ 0 g 0 G [-283(\002rst)-284(sho)25(ws)-283(the)-284(intermediate)-283(re-)]TJ -85.345 -11.955 Td [(sults)-231(of)-231(DDS)-232(on)-231(the)-231(e)15(xperiments)-231(for)-231(inte)15(grating)-232(the)-231(features)]TJ 0 -11.955 Td [(of)-272(caricature)-273(domain)-272(into)-273(the)-272(natural)-272(f)10(ace)-273(domain)-272(based)-273(on)]TJ 0 -11.955 Td [(the)-314(e)15(ye/nose/mouth)-315(se)15(gmentation)-314(model.)-504(W)80(e)-314(illustrate)-315(the)]TJ 0 -11.956 Td [(e)25(v)20(olution)-294(of)]TJ/F8 9.9626 Tf 51.981 0 Td [(^)]TJ/F11 9.9626 Tf -0.633 0 Td [(x)]TJ/F10 6.9738 Tf 5.694 -1.494 Td [(t)]TJ/F9 4.9813 Tf 3.009 -0.996 Td [(i)]TJ/F73 9.9626 Tf 6.584 2.49 Td [(while)-294(the)-294(latent)-294(code)]TJ/F8 9.9626 Tf 87.573 0 Td [(^)]TJ/F11 9.9626 Tf -0.599 0 Td [(z)]TJ/F73 9.9626 Tf 8.001 0 Td [(is)-294(being)-294(iterati)25(v)15(ely)]TJ -161.61 -11.955 Td [(optimised)-258(to)-258(generate)-258(the)-258(dual-domain)-258(image.)-334(W)80(e)-258(compare)]TJ 0 -11.955 Td [(these)-346(to)-345(the)-346(tar)18(get)-346(and)-345(source)-346(domains.)-597(Note)-345(that)-346(the)-346(op-)]TJ 0 -11.955 Td [(timisation)-344(seems)-343(to)-344(\002rst)-343(focus)-344(on)-343(the)-344(identity)-344(and)-343(pose)-344(in)]TJ 0 -11.955 Td [(the)-353(tar)18(get)-354(domain,)-379(with)-353(the)-353(last)-354(iterations)-353(focusing)-353(on)-354(the)]TJ 0 -11.955 Td [(dual-domain)-250(image)-250(synthesis.)]TJ 0 g 0 G ET q 1 0 0 1 50.112 100.143 cm []0 d 0 J 0.398 w 0 0 m 94.499 0 l S Q BT /F73 5.9776 Tf 50.112 93.277 Td [(4)]TJ/F73 7.9701 Tf 3.487 -2.812 Td [(W)80(e)-369(combine)-368(three)-369(f)10(ace)-369(parts)-369(into)-368(one)-369(mask)-369(\050nose,)-398(e)15(yes)-369(and)-369(mouth\051)-369(to)]TJ 0 -9.465 Td [(sho)25(w)-250(more)-250(e)15(xperimental)-250(results)-250(in)-250(one)-250(image.)]TJ 0 g 0 G 0 g 0 G 0 g 0 G /F73 9.9626 Tf 267.218 396.581 Td [(Our)-257(qualitati)25(v)15(e)-257(results)-258(on)-257(the)-257(f)10(ace)-257(domains)-257(are)-258(s)1(ho)25(wn)-258(in)]TJ -11.955 -11.955 Td [(Fig.)]TJ 1 0 0 rg 1 0 0 RG [-317(5)]TJ 0 g 0 G [(.)-513(W)80(e)-317(demonstrate)-318(natural)-317(f)10(ace)-317(images)-318(and)-317(their)-318(cor)20(-)]TJ 0 -11.956 Td [(responding)-271(images)-271(from)-270(either)-271(caricature)-271(domain)-271(or)-271(sk)10(etch)]TJ 0 -11.955 Td [(domain)-245(along)-245(with)-245(the)-245(semantic)-245(masks.)-309(W)80(e)-245(present)-245(our)-245(im-)]TJ 0 -11.955 Td [(ages)-384(in)-385(pairs,)-418(wher)1(e)-385(we)-384(switch)-384(the)-385(source)-384(and)-384(tar)18(get)-385(do-)]TJ 0 -11.955 Td [(mains.)-779(F)15(or)-407(e)15(xample,)-445(in)-407(the)-406(\002rst)-407(pair)40(,)-445(DDS)-407(incorporated)]TJ 0 -11.955 Td [(the)-201(e)15(ye/nose/mouth)-200(from)-201(the)-201(caricature)-201(into)-200(the)-201(natural)-201(f)10(ace.)]TJ 0 -11.956 Td [(Notice)-267(ho)25(w)-267(the)-267(e)15(ye)-266(colour)-267(and)-267(mouth)-267(were)-267(adapted)-267(b)20(ut)-267(are)]TJ 0 -11.955 Td [(distinct)-326(from)-325(that)-326(of)-325(the)-326(natural)-325(image.)-537(The)-326(nose)-325(has)-326(also)]TJ 0 -11.955 Td [(been)-237(copied)-237(from)-237(the)-237(caricature)-237(image,)-240(with)-237(the)-237(skin)-237(colour)]TJ 0 -11.955 Td [(inte)15(grated.)-470(In)-304(the)-303(second)-303(column,)-317(we)-304(sw)10(a)1(p)-304(the)-303(source)-304(and)]TJ 0 -11.955 Td [(tar)18(get)-339(domains)-340(inte)15(grating)-339(the)-339(e)15(yes,)-362(nose)-339(and)-339(mouth)-340(from)]TJ 0 -11.955 Td [(the)-355(natural)-356(image)-355(into)-355(the)-356(caricature.)-626(The)-355(natural)-355(nose)-356(is)]TJ 0 -11.956 Td [(unmissable)-250(b)20(ut)-250(properly)-250(inte)15(grated.)]TJ/F72 9.9626 Tf 0 -12.805 Td [(Ev)10(aluation)-339(metrics:)]TJ/F73 9.9626 Tf 89.504 0 Td [(W)80(e)-339(use)-340(standard)-339(metrics)-339(to)-340(e)25(v)25(aluate)]TJ -89.504 -11.955 Td [(our)-338(proposed)-338(technique.)-574(In)-338(each)-338(e)15(xperiment,)-360(we)-338(consider)]TJ 0 -11.955 Td [(the)-320(synthesised)-320(images)-320(as)]TJ/F8 9.9626 Tf 108.02 0 Td [(^)]TJ/F11 9.9626 Tf -0.633 0 Td [(x)]TJ/F73 9.9626 Tf 8.882 0 Td [(and)-320(images)-320(in)-320(the)-320(domain)-320(we)]TJ -116.269 -11.956 Td [(compare)-309(to)-309(as)]TJ/F11 9.9626 Tf 59.589 0 Td [(x)]TJ/F73 9.9626 Tf 5.694 0 Td [(.)-487(Note)-309(that)-309(there)-310(i)1(s)-310(no)-309(ground-truth)-309(or)-309(e)15(x-)]TJ -65.283 -11.955 Td [(amples)-243(of)-244(the)-243(tar)18(get)-243(dual-domain)-243(images.)-308(W)80(e)-243(thus)-244(compare)]TJ 0 -11.955 Td [(the)-272(distrib)20(ution)-273(of)-272(all)-272(synthesised)-273(images)-272(to)-272(three)-273(domains:)]TJ 0 -11.955 Td [(source,)-382(tar)18(get)-356(and)-356(the)-356(nai)25(v)15(e)-356(crosso)15(v)15(er)-356(images.)-628(Generally)65(,)]TJ 0 -11.955 Td [(we)-365(aim)-365(for)-364(DDS)-365(images)-365(to)-365(be)-365(cl)1(o)-1(s)1(e)-365(to)-365(the)-365(tar)18(get)-365(domain)]TJ 0 -11.956 Td [(while)-253(maintaining)-253(the)-252(source)-253(features)-253(guided)-253(by)-253(the)-253(masks.)]TJ 0 -11.955 Td [(W)80(e)-250(use)-250(the)-250(follo)25(wing)-250(metrics)-250(in)-250(our)-250(quantitati)25(v)15(e)-250(results:)]TJ 0 g 0 G 11.457 -16.499 Td [(\225)]TJ 0 g 0 G [-500(Fr)]TJ 17.878 0.05 Td [(\264)]TJ -0.553 -0.05 Td [(echet)-620(Inception)-620(Distance)-619(\050FID\051)-620([)]TJ 0 1 0 rg 0 1 0 RG [(14)]TJ 0 g 0 G [(])-620(de\002ned)-620(as)]TJ/F11 9.9626 Tf -8.857 -11.955 Td [(F)-139(I)-78(D)]TJ/F8 9.9626 Tf 21.477 0 Td [(\050)-64(^)]TJ/F11 9.9626 Tf 3.874 0 Td [(x;)-167(x)]TJ/F8 9.9626 Tf 15.816 0 Td [(\051)-501(=)]TJ/F14 9.9626 Tf 23.271 0 Td [(k)]TJ/F11 9.9626 Tf 4.981 0 Td [(\026)]TJ/F7 6.9738 Tf 6.491 -1.494 Td [(^)]TJ/F10 6.9738 Tf -0.488 0 Td [(x)]TJ/F14 9.9626 Tf 7.23 1.494 Td [(\000)]TJ/F11 9.9626 Tf 9.962 0 Td [(\026)]TJ/F10 6.9738 Tf 6.003 -1.494 Td [(x)]TJ/F14 9.9626 Tf 5.016 1.494 Td [(k)]TJ/F7 6.9738 Tf 4.982 5.009 Td [(2)]TJ/F8 9.9626 Tf 5.704 -5.009 Td [(+)-124(\000\050)]TJ/F11 9.9626 Tf 19.085 0 Td [(\033)]TJ/F7 6.9738 Tf 6.18 -1.494 Td [(^)]TJ/F10 6.9738 Tf -0.487 0 Td [(x)]TJ/F8 9.9626 Tf 6.251 1.494 Td [(+)]TJ/F11 9.9626 Tf 8.983 0 Td [(\033)]TJ/F10 6.9738 Tf 5.693 -1.494 Td [(x)]TJ/F14 9.9626 Tf 6.251 1.494 Td [(\000)]TJ/F8 9.9626 Tf 8.984 0 Td [(2)]TJ/F14 9.9626 Tf 4.981 6.429 Td [(p)]TJ ET q 1 0 0 1 517.329 179.935 cm []0 d 0 J 0.398 w 0 0 m 21.417 0 l S Q BT /F11 9.9626 Tf 517.329 173.307 Td [(\033)]TJ/F7 6.9738 Tf 6.181 -1.494 Td [(^)]TJ/F10 6.9738 Tf -0.488 0 Td [(x)]TJ/F11 9.9626 Tf 5.016 1.494 Td [(\033)]TJ/F10 6.9738 Tf 5.693 -1.494 Td [(x)]TJ/F8 9.9626 Tf 5.016 1.494 Td [(\051)]TJ/F73 9.9626 Tf 3.874 0 Td [(,)]TJ -213.834 -11.955 Td [(where)]TJ/F11 9.9626 Tf 27.441 0 Td [(\026)]TJ/F10 6.9738 Tf 6.003 -1.494 Td [(x)]TJ/F73 9.9626 Tf 5.016 1.494 Td [(,)]TJ/F11 9.9626 Tf 5.745 0 Td [(\033)]TJ/F10 6.9738 Tf 5.693 -1.494 Td [(x)]TJ/F73 9.9626 Tf 5.016 1.494 Td [(,)]TJ/F11 9.9626 Tf 5.745 0 Td [(\026)]TJ/F7 6.9738 Tf 6.491 -1.494 Td [(^)]TJ/F10 6.9738 Tf -0.488 0 Td [(x)]TJ/F73 9.9626 Tf 5.016 1.494 Td [(,)]TJ/F11 9.9626 Tf 5.745 0 Td [(\033)]TJ/F7 6.9738 Tf 6.181 -1.494 Td [(^)]TJ/F10 6.9738 Tf -0.488 0 Td [(x)]TJ/F73 9.9626 Tf 8.118 1.494 Td [(are,)-327(respecti)25(v)15(ely)65(,)-326(the)-312(mean)-311(and)]TJ -91.234 -11.955 Td [(co)15(v)25(ariance)-250(of)]TJ/F11 9.9626 Tf 56.03 0 Td [(x)]TJ/F73 9.9626 Tf 8.184 0 Td [(and)]TJ/F8 9.9626 Tf 17.51 0 Td [(^)]TJ/F11 9.9626 Tf -0.633 0 Td [(x)]TJ/F73 9.9626 Tf 5.694 0 Td [(,)-250(and)]TJ/F8 9.9626 Tf 21.858 0 Td [(\000\050)]TJ/F14 9.9626 Tf 10.101 0 Td [(\001)]TJ/F8 9.9626 Tf 2.767 0 Td [(\051)]TJ/F73 9.9626 Tf 6.365 0 Td [(is)-250(the)-250(trace)-250(operation.)]TJ 0 g 0 G -136.344 -17.349 Td [(\225)]TJ 0 g 0 G [-500(Structural)-353(Similarity)-354(Inde)15(x)-353(Measure)-354(\050SSIM\051)-353([)]TJ 0 1 0 rg 0 1 0 RG [(33)]TJ 0 g 0 G [(])-354(de-)]TJ 8.468 -13.216 Td [(\002ned)-493(as)]TJ/F11 9.9626 Tf 38.041 0 Td [(S)-58(S)-57(I)-79(M)]TJ/F8 9.9626 Tf 29.279 0 Td [(\050)-64(^)]TJ/F11 9.9626 Tf 3.875 0 Td [(x;)-167(x)]TJ/F8 9.9626 Tf 15.815 0 Td [(\051)-1220(=)]TJ/F7 6.9738 Tf 41.828 4.832 Td [(\0502)]TJ/F10 6.9738 Tf 7.084 0 Td [(\026)]TJ/F6 4.9813 Tf 5.294 -1.057 Td [(^)]TJ/F9 4.9813 Tf -0.449 0 Td [(x)]TJ/F10 6.9738 Tf 4.441 1.057 Td [(\026)]TJ/F9 4.9813 Tf 4.844 -0.996 Td [(x)]TJ/F7 6.9738 Tf 4.442 0.996 Td [(+)]TJ/F10 6.9738 Tf 6.116 0 Td [(c)]TJ/F6 4.9813 Tf 3.561 -0.996 Td [(1)]TJ/F7 6.9738 Tf 3.888 0.996 Td [(\051\0502)]TJ/F10 6.9738 Tf 10.198 0 Td [(\033)]TJ/F6 4.9813 Tf 5.066 -1.057 Td [(^)]TJ/F9 4.9813 Tf -0.45 0 Td [(xx)]TJ/F7 6.9738 Tf 8.386 1.057 Td [(+)]TJ/F10 6.9738 Tf 6.116 0 Td [(c)]TJ/F6 4.9813 Tf 3.56 -0.996 Td [(2)]TJ/F7 6.9738 Tf 3.888 0.996 Td [(\051)]TJ ET q 1 0 0 1 452.923 121.323 cm []0 d 0 J 0.398 w 0 0 m 88.503 0 l S Q BT /F7 6.9738 Tf 452.923 115.113 Td [(\050)]TJ/F10 6.9738 Tf 3.113 0 Td [(\026)]TJ/F6 4.9813 Tf 4.844 2.402 Td [(2)]TJ 0.45 -4.814 Td [(^)]TJ/F9 4.9813 Tf -0.45 0 Td [(x)]TJ/F7 6.9738 Tf 4.442 2.412 Td [(+)]TJ/F10 6.9738 Tf 6.116 0 Td [(\026)]TJ/F6 4.9813 Tf 4.844 1.993 Td [(2)]TJ/F9 4.9813 Tf 0 -3.986 Td [(x)]TJ/F7 6.9738 Tf 4.442 1.993 Td [(+)]TJ/F10 6.9738 Tf 6.116 0 Td [(c)]TJ/F6 4.9813 Tf 3.56 -0.996 Td [(1)]TJ/F7 6.9738 Tf 3.888 0.996 Td [(\051\050)]TJ/F10 6.9738 Tf 6.227 0 Td [(\033)]TJ/F6 4.9813 Tf 4.867 2.402 Td [(2)]TJ 0.199 -4.814 Td [(^)]TJ/F9 4.9813 Tf -0.449 0 Td [(x)]TJ/F7 6.9738 Tf 4.441 2.412 Td [(+)]TJ/F10 6.9738 Tf 6.116 0 Td [(\033)]TJ/F6 4.9813 Tf 4.867 1.993 Td [(2)]TJ/F9 4.9813 Tf -0.25 -3.986 Td [(x)]TJ/F7 6.9738 Tf 4.442 1.993 Td [(+)]TJ/F10 6.9738 Tf 6.116 0 Td [(c)]TJ/F6 4.9813 Tf 3.56 -0.996 Td [(2)]TJ/F7 6.9738 Tf 3.888 0.996 Td [(\051)]TJ/F73 9.9626 Tf 4.309 3.719 Td [(,)]TJ -213.834 -13.922 Td [(where)]TJ/F11 9.9626 Tf 27.085 0 Td [(c)]TJ/F7 6.9738 Tf 4.312 -1.494 Td [(1)]TJ/F73 9.9626 Tf 7.216 1.494 Td [(and)]TJ/F11 9.9626 Tf 17.133 0 Td [(c)]TJ/F7 6.9738 Tf 4.311 -1.494 Td [(2)]TJ/F73 9.9626 Tf 7.216 1.494 Td [(stabilise)-276(the)-275(di)25(vision)-276(with)-276(a)-275(weak)-276(de-)]TJ -67.273 -11.955 Td [(nominator)55(.)-343(W)80(e)-261(used)]TJ/F11 9.9626 Tf 82.809 0 Td [(c)]TJ/F7 6.9738 Tf 4.312 -1.494 Td [(1)]TJ/F8 9.9626 Tf 7.439 1.494 Td [(=)-298(10)]TJ/F13 6.9738 Tf 20.682 3.615 Td [(\000)]TJ/F7 6.9738 Tf 6.227 0 Td [(4)]TJ/F73 9.9626 Tf 7.069 -3.615 Td [(and)]TJ/F11 9.9626 Tf 16.987 0 Td [(c)]TJ/F7 6.9738 Tf 4.311 -1.494 Td [(2)]TJ/F8 9.9626 Tf 7.44 1.494 Td [(=)-298(9)]TJ/F14 9.9626 Tf 17.995 0 Td [(\002)]TJ/F8 9.9626 Tf 10.044 0 Td [(10)]TJ/F13 6.9738 Tf 9.963 3.615 Td [(\000)]TJ/F7 6.9738 Tf 6.226 0 Td [(4)]TJ/F73 9.9626 Tf 7.07 -3.615 Td [(in)]TJ -208.574 -11.955 Td [(all)-250(e)15(xperiments)-250(as)-250(implemented)-250(in)-250([)]TJ 0 1 0 rg 0 1 0 RG [(1)]TJ 0 g 0 G [(].)]TJ 0 g 0 G -33.666 -29.888 Td [(5)]TJ 0 g 0 G ET endstream endobj 319 0 obj << /Type /XObject /Subtype /Image /Width 256 /Height 256 /BitsPerComponent 8 /ColorSpace /DeviceRGB /Length 72455 /Filter/FlateDecode /DecodeParms<> >> stream xdݚ$Ɏ$jtrx7;}*#Lsau2#L (?B@$@BIR@ %=K}VN}(3hdf)HF^ABR"()e fs|_6R?Tf] }"-SP[H R~4KBIȀ Lwfʘh '`}ua$42R\HV2UVfǥ-o%azV; iTvAz^Z5;1`v{HYvlrlP!U("2tcEd@ a)n4BHFp‹ `4;S c 4~bhڋWjۿY{zar1uJ N A`M.YXYe_rXeIPccumc` 2_},j?E@06?4uvT%8zws,gqܫiLȝ Y.SBdJk_c"rG"3͌B[Bneff,̒0 X?pE j y 6Tfz>@f_vno7c~ø#EmoeUX@L`{4!ʯY:-{Cuu,3ءYM D0Sgҿ4ѱ` (}R5D:wHv1 \0\kM@UQ0݅s?p7cJpu,. gyn.A8o|Pq`_mhc*=uDŽ,}oq On &|4=hoa'ʹ[ḿ 2o[.mAo4P"+4`}bl@{ J(~E$9Bz ef;DBqPf(;R]u]""YbLU 2$&g1B݌"XuP?/_ß/7ҘMHuNux0kM}Xkk(I;#3P5\ tYFg ~%*?S ʂ}ozBZmɽkݛo`Y݉ݿcTL/ޘ0v^!T`j+%"&R2hgV(#!ޯ:3 @ )I2`2P64wG$B -HdLݮk;0ӵ nv?x\kXZFD"mA m"y?|K`qf$ 47 4vN(K+& v4IK>@.[+~WOҁVm{KPn&。|_m|lͲwNg2V*2@ EqEDn13#u|]#mVa93Bd 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