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0.054 Td (\264)Tj -0.608 -0.054 Td [(e)-350(Carbonneau,)-350(Eric)-350(Granger)-349.999(and)-349.999(Gh)5.001(yslain)-350.008(Gagnon)]TJ /T1_1 8.966 Tf -46.014 -9.962 Td (\264)Tj -1.246 -1.955 Td [(Ecole)-350(de)-350(technologie)-350(sup)]TJ 93.083 0.045 Td (\264)Tj -0.497 -0.045 Td [(erieure,)-350(Uni)25(v)15(ersit)]TJ 63.781 0.045 Td (\264)Tj -0.497 -0.045 Td [(e)-350(du)-350(Qu)]TJ 30.678 0.045 Td (\264)Tj -0.497 -0.045 Td [(ebec,)-350(Montr)]TJ 44.719 0.045 Td (\264)Tj -0.498 -0.045 Td [(eal,)-350(Canada)]TJ -267.123 -11.096 Td [(e-mail:)-350(marcandre.carbonneau@gmail.com,)-350(eric.granger@etsmtl.ca,gh)5(yslain.g)5(agnon@etsmtl.ca)]TJ /T1_2 8.966 Tf -73.724 -31.603 Td (Abstract)Tj /T1_0 8.966 Tf 30.915 0 Td [(\227)-167(Multiple)-688(instance)-688(lear)15(ning)-686.998(\(MIL\))-688.002(is)-688.002(a)-688.002(f)25.006(orm)-687.999(of)]TJ -40.878 -9.962 Td [(weakly)-692(super)10(vised)-691.995(lear)14.989(ning)-691.995(f)25(or)-692(pr)18.001(oblems)-692.003(in)-692.003(which)-691.992(training)]TJ 0 -9.963 TD [(instances)-504(ar)18.001(e)-504(arranged)-504.996(into)-504.004(bags,)-504.004(and)-503.993(a)-504.004(label)-504.996(is)-504.004(pr)18.001(o)10.004(vided)-504.004(f)25(or)]TJ T* [(whole)-326(bags)-325(b)20(ut)-326(not)-325.995(f)24.993(or)-325.002(indi)10.004(vidual)-326(instances.)-325.995(Most)-325.002(pr)18.001(oposed)-326.006(MIL)]TJ 0 -9.962 TD [(algorithms)-413(f)25(ocused)-413(on)-412.997(bag)-413.009(classi\002cation,)-412.997(b)19.997(ut)-412.997(mor)18.001(e)-412.993(r)18.001(ecently)54.997(,)-413.005(the)]TJ 0 -9.963 TD [(classi\002cation)-485(of)-486(indi)10(vidual)-485(instance)-486(has)-485(attracted)-486.002(the)-485(attention)]TJ T* [(of)-553(the)-552(patter)15(n)-552.998(r)18.001(ecognition)-552.007(community)70.009(.)-553.011(While)-553(these)-551.996(tw)9.993(o)-552.989(tasks)]TJ 0 -9.962 TD [(ar)18.001(e)-379.001(similar)92.003(,)-379.009(ther)18.001(e)-377.995(ar)17.99(e)-378.998(important)-378.987(differ)18.001(ences)-379.009(in)-377.995(the)-379.009(consequences)]TJ 0 -9.963 TD [(of)-414.001(instance)-414.001(misclassi\002cation.)-413.997(In)-415.001(t)1.004(his)-415.001(paper)91.992(,)-413.997(the)-414.001(scoring)-413.997(function)]TJ T* [(lear)15(ned)-665(by)-665(MIL)-665(clas)1.004(si\002er)-665.005(f)25.004(or)-665.001(the)-665.001(bag)-665.001(classi\002cation)-665.012(task)-664.99(is)]TJ 0 -9.962 TD [(exploited)-583(f)25(or)-582(instance)-582.999(classi\002cation)-583.002(by)-583.002(adjusting)-581.998(the)-583.002(decision)]TJ 0 -9.963 TD [(thr)18.001(eshold.)-401(A)-401(new)-401(criterion)-400.997(f)24.993(or)-400.997(the)-400.997(thr)18.001(eshold)-400.997(adjustment)-401.008(is)-400.997(pr)18.001(o-)]TJ T* [(posed)-312(and)-312(v)10.004(alidated)-312.012(using)-312.001(7)-311.99(r)18.001(efer)18.001(ence)-312.001(MIL)-312.001(algorithms)-312.001(on)-312.001(3)-312.001(r)18.001(eal-)]TJ 0 -9.962 TD [(w)10(orld)-312(data)-313.002(sets)-311.999(fr)18.001(om)-312.001(differ)18.001(ent)-312(application)-313.005(domains.)-312.001(Experiments)]TJ 0 -9.963 TD [(sho)10(w)-248.999(a)-250(considerable)-248.996(impr)18.001(o)9.993(v)9.993(ement)-250(i)1.015(n)-250.011(accuracy)-248.996(of)-250.011(these)-248.996(algorithms)]TJ 0 -9.962 TD [(f)25(or)-448(instance)-448(classi\002cation.)-447.994(In)-447(some)-448.003(application,)-448.003(the)-448.003(unweighted)]TJ 0 -9.963 TD [(a)25(v)10(erage)-358(r)18.001(ecall)-358(incr)18.001(eases)-358.003(by)-358.996(as)-358.003(much)-358.003(as)-357.997(18%,)-357.997(while)-357.997(the)]TJ /T1_3 8.966 Tf 217.009 0 Td (F)Tj /T1_4 5.978 Tf 6.668 -0.996 Td (1)Tj /T1_0 8.966 Tf 4.643 0.996 Td [(-scor)18.001(e)]TJ -228.32 -9.963 Td [(incr)18.001(eases)-375(by)-375(12%.)]TJ /T1_2 8.966 Tf 9.963 -12.797 Td [(K)25(eyw)15(ords)]TJ /T1_0 8.966 Tf [(\227)-166.99(Multiple)-904.008(instance)-903.997(lear)15(ning,)-903.997(W)64.998(eakly-super)9.993(vised)]TJ -9.963 -9.963 Td [(lear)15(ning,)-375(Instance)-375(classi\002cation,)-375(set)-375(classi\002cation.)]TJ /T1_1 9.963 Tf 86.656 -25.443 Td [(I)-50(.)-550(I)]TJ /T1_1 7.97 Tf 15.601 0 Td [(N)-62.001(T)-61.001(R)-21.995(O)-62.008(D)-61.004(U)-61.995(C)-61.995(T)-61.004(I)-61.994(O)-62.008(N)]TJ /T1_1 9.963 Tf -92.294 -18.701 Td [(In)-770(multiple)-770(instance)-770(learning)-769.999(problems,)-769.999(instances)-770(are)]TJ -9.963 -11.955 Td [(grouped)-427(into)-428(sets)-427(called)-428(bags.)-427(A)-427.01(label)-427.994(is)-427(pro)14.995(vided)-428.004(for)-426.99(bags,)]TJ 0 -11.955 TD [(b)20(ut)-396(not)-395(for)-396(indi)25.001(vidual)-395.995(instances.)-395.002(The)-396.005(so-called)-395.002(standard)-395.995(MIL)]TJ T* [(assumption)-254([1])-255(states)-254(that)-254(if)-255.004(a)-254(bag)-255.004(contains)-254(at)-254(least)-254.994(one)-254(positi)24.992(v)15.006(e)]TJ T* [(instance,)-312(it)-313(is)-311.994(labeled)-313.008(as)-312.005(positi)25.003(v)15.006(e.)-312.998(Therefore,)-312.005(positi)25.003(v)14.995(e)-312.998(bags)-312.005(can)]TJ T* [(contain)-479(a)-479(mixture)-479.002(of)-479.002(ne)15.006(g)4.998(ati)24.992(v)15.016(e)-477.999(and)-479.002(positi)24.992(v)15.006(e)-479.002(instances,)-479.002(while)]TJ 0 -11.956 TD [(ne)14.999(g)4.999(ati)25.003(v)14.995(e)-335.993(bags)-336.003(contain)-336.003(only)-335.993(ne)14.995(g)4.998(ati)25.003(v)14.995(e)-334.99(instances.)-336.013(Problems)-335.993(from)]TJ 0 -11.955 TD [(man)14.999(y)-586(application)-587.002(domains)-585.998(can)-587.002(be)-585.998(formulated)-586.008(as)-586.992(MIL.)-585.998(In)]TJ T* [(the)-516(past,)-516(it)-517.003(ha)0.994(s)-516.993(been)-515.999(used)-515.999(for)-515.999(molecule)-515.999(acti)24.992(vity)-515.999(prediction)]TJ T* [([2],)-509(image)-510(classi\002cation)-509.003([3],)-508.993(computer)-509.997(aided)-509.003(diagnosis)-509.003([4],)]TJ T* [(visual)-300(object)-300(tacki)1(ng)-300([5])-300(and)-300(document)-300(classi\002cation)-298.996([6].)-300(MIL)]TJ 0 -11.956 TD [(research)-413(traditionally)-413(focuses)-413.005(on)-412.005(bag)-412.988(classi\002cation,)-413.008(ho)25.003(we)25.003(v)14.995(er)40.008(,)]TJ 0 -11.955 TD [(more)-390(recently)65(,)-389.009(se)25.013(v)14.995(eral)-390.003(authors)-388.999(considered)-389.993(problems)-390.003(in)-388.999(which)]TJ T* [(instance)-350(must)-350(be)-350(classi\002ed)-350(indi)25.001(vidually)-349.995([4],)-350.005([7],)-349.995([8].)]TJ 9.963 -14.79 Td [(T)80(ypically)65(,)-436(when)-436.003(MIL)-435(is)-435.993(applied)-436.003(to)-436.003(computer)-435(vision)-436.003(prob-)]TJ -9.963 -11.955 Td [(lems,)-416(images)-416(\(or)-415.999(video\))-416.009(are)-415.989(di)25.003(vided)-416.009(in)-415.989(se)14.995(gments)-415.999(or)-415.999(patches.)]TJ T* [(These)-432(se)14.999(gments)-433(correspond)-432(to)-432(instances,)-433.002(which)-432.009(are)-431.988(grouped)]TJ T* [(in)-395(a)-394(bag)-395(representing)-395.002(the)-395.002(whole)-393.998(image.)-395.002(In)-395.002(this)-393.998(re)15.006(g)4.998(ards,)-395.012(MIL)]TJ T* [(encompasses)-247(bag-of-w)10(ords)-246(methods)-247.004([1].)-246.994(F)14.996(or)-246(content-based)-247.004(im-)]TJ 0 -11.956 TD [(age)-310(retrie)25.001(v)25.003(al)-311.001(\(CBIR\))-310.007(tasks,)-309.997(a)-309.997(label)-311.001(has)-309.997(to)-310.007(be)-310.991(attrib)19.994(uted)-309.997(to)-309.997(bags)]TJ 0 -11.955 TD [(and)-288(the)-288(e)14.995(xact)-287.996(label)-288.006(of)-288.006(the)-287.996(instances)-287.996(is)-288.006(not)-288.006(important.)-287.996(Ho)25.003(we)24.992(v)15.006(er)40.008(,)]TJ T* [(for)-487(image)-488(annotati)1(on)-487.995(tasks,)-487.001(such)-487.001(as)-488.005(object)-487.001(localization)-486.991(and)]TJ T* [(tracking)-348.001([5],)-348.001(the)-347.998(instances)-348.008(must)-346.994(be)-348.008(classi\002ed)-347.998(indi)25.003(vidually)-347.998([9].)]TJ T* [(This)-268(task)-267(is)-268(of)-266.998(signi\002cant)-268.002(importance,)-266.998(especially)-268.002(for)-266.998(computer)19.994(-)]TJ T* [(aided)-552(diagnosis,)-552(where)-552.003(re)15.006(gion)-552.003(of)-552.003(images)-550.999(are)-552.003(annotated)-551.993(as)]TJ 0 -11.956 TD [(health)4.999(y)-391(or)-391.007(not.)-390.997(In)-392.001(this)-390.997(conte)15.006(xt,)-391.007(when)-390.997(using)-390.997(traditional)-390.997(super)20.004(-)]TJ 263.014 537.983 Td [(vised)-343(algorithm,)-344(the)-343.003(training)-343.997(data)-343.003(requires)-343.003(\002ne)-343.993(grained)-343.009(e)15.006(xpert)]TJ 0 -11.955 TD 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[(of)-293(f)10(actors)-294(such)-293.006(as)-292.996(w)9.997(orking)-294(assumptions)-292.996(on)-293.006(instance)-293.998(labels,)-292.994(the)]TJ T* [(use)-438(of)-438(bag)-438.001(classi\002cation)-436.997(accurac)14.995(y)-438.001(as)-438.001(optimization)-437.991(objecti)24.982(v)15.016(e,)]TJ T* [(and)-382.002(the)-381(data)-382.002(properties)-381(such)-382.004(as)-381.997(the)-380.995(witness)-382.014(rate)-380.99(\(WR\).)-382.004(Also,)]TJ 0 -11.956 TD [(it)-329(can)-329(be)-328.997(sho)25.003(wn)-328.997(e)14.995(xperimentally)-329(that)-329(some)-329(algorithms)-328.997(perform)]TJ 0 -11.955 TD [(well)-294(in)-295(terms)-293.998(of)-295.002(area)-294.008(under)-295.002(the)-293.998(R)39.998(OC)-294.993(curv)14.996(e)-293.998(\(A)55.004(UC\))-295.003(b)19.994(ut)-293.998(pro)14.995(vide)]TJ T* [(lo)25.001(w)-271(accurac)14.996(y)-270.993([11].)-271.004(This)-271.003(suggests)-271.003(that)-269.999(some)-270.993(algorithms)-271.003(learn)-271.003(to)]TJ T* 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