Recent Publications - The University of Nottingham canada gé banff

Selected Publications

Full lists of CVL members' publications are available on their personal pages. This page highlights selected papers, giving a little more detail. Follow the links for further details and the full articles. 


 

A Functional Regression approach to Facial Landmark Tracking

E. Sánchez-Lozano, G. Tzimiropoulos, B. Martinez, F. De la Torre and M. Valstar. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017

Linear regression is a fundamental building block in many face detection and tracking algorithms, typically used to predict shape displacements from image features through a linear mapping. This paper presents a Functional Regression solution to the least squares problem, which we coin Continuous Regression, resulting in the first real-time incremental face tracker. Contrary to prior work in Functional Regression, in which B-splines or Fourier series were used, we propose to approximate the input space by its first-order Taylor expansion, yielding a closed-form solution for the continuous domain of displacements. We then extend the continuous least squares problem to correlated variables, and demonstrate the generalisation of our approach. We incorporate Continuous Regression into the cascaded regression framework, and show its computational benefits for both training and testing. We then present a fast approach for incremental learning within Cascaded Continuous Regression, coined iCCR, and show that its complexity allows real-time face tracking, being 20 times faster than the state of the art. To the best of our knowledge, this is the first incremental face tracker that is shown to operate in real-time. We show that iCCR achieves state-of-the-art performance on the 300-VW dataset, the most recent, large-scale benchmark for face tracking.

continuousregress

 

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Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression

Aaron S. Jackson, Adrian Bulat, Vasileios Argyriou and Georgios Tzimiropoulos, ICCV 2017

3D face reconstruction is a fundamental Computer Vision problem of extraordinary difficulty. Current systems often assume the availability of multiple facial images as input, and must address a number of methodological challenges such as establishing dense correspondences across large facial poses, expressions, and non-uniform illumination. In this work, we propose to address many of these limitations by training a Convolutional Neural Network (CNN) on an appropriate dataset consisting of 2D images and 3D facial models or scans. Our CNN can reconstruct the entire 3D facial geometry with just a single 2D facial image, and without accurate alignment or establishing dense correspondence between images.

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image4451Cropped
 

 


 

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Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources,

A. Bulat and G. Tzimiropoulos, ICCV 2017

Our  goal  is  to  design  architectures  that  retain  the groundbreaking  performance  of  CNNs  for  landmark  localization  and  at  the  same  time  are  lightweight,  compact and  suitable  for  applications  with  limited  computational resources.   To  this  end,  we propose a novel hierarchical, parallel and multi-scale residual architecture specifically designed for binarized CNNs that yields large performance improvement over the standard bottleneck block while having the same number of parameters, thus bridging the gap between the original  network  and  its  binarized  counterpart. We present results for experiments on the most challenging  datasets  for  human  pose  estimation  and  face alignment, reporting in many cases state-of-the-art performance.

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How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks)

A. Bulat and G. Tzimiropoulos, ICCV 2017

This paper investigates how far a very deep neural network is from attaining close to saturating performance on existing 2D and 3D face alignment datasets. To this end, (a) we construct, for the first time, a very strong baseline by combining a state-of-the-art architecture for landmark localization with a state-of-the-art residual block, train it on a very large yet synthetically expanded 2D facial landmark dataset and finally evaluate it on all other 2D facial landmark datasets. (b) We create a guided by 2D landmarks network which converts 2D landmark annotations to 3D and unifies all existing datasets, leading to the creation of LS3D-W, the largest and most challenging 3D facial landmark dataset to date (~230,000 images). (c) We show that both 2D and 3D face alignment networks achieve performance of remarkable accuracy which is probably close to saturating the datasets used.

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SuRVoS: Super-Region Volume Segmentation Workbench

 

Imanol Luengo, Michele C. Darrow, Matthew C. Spink, Ying Sun, Wei Dai, Cynthia Y. He, Wah Chiu, Tony Pridmore, Alun W. Ashton, Elizabeth M.H. Duke, Mark Basham, and Andrew P. French, J Struct Biol. 2017

Segmentation of biological volumes is a crucial step needed to fully analyse their scientific content. Current methods usually require a large amount of manually-produced training data to deliver a high-quality segmentation. However, the complex appearance of cellular features, high variance from one sample to another, and the time-consuming work of manually labelling complete volumes, makes training data very scarce. We present a new workbench named SuRVoS (Super-Region Volume Segmentation). Within this software, a volume to be segmented is first partitioned into hierarchical segmentation layers (named Super-Regions) and is then interactively segmented with the user's knowledge input in the form of training annotations. SuRVoS first learns from and then extends user inputs to the rest of the volume, while using Super-Regions for quicker and easier segmentation than when using a voxel grid. 

survos

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Human pose estimation via Convolutional Part Heatmap Regression

A. Bulat and G. Tzimiropoulos, ECCV 2016

This paper is on human pose estimation using Convolutional Neural Networks. Our main contribution is a CNN cascaded architecture specifically designed for learning part relationships and spatial context, and robustly inferring pose even for the case of severe part occlusions. To this end, we propose a detection-followed-by-regression CNN cascade. The first part of our cascade outputs part detection heatmaps and the second part performs regression on these heatmaps. The benefits of the proposed architecture are multi-fold: It guides the network where to focus in the image and effectively encodes part constraints and context. Our method achieves top performance on the MPII and LSP data sets.

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Computer Vision Laboratory

The University of Nottingham
Jubilee Campus
Wollaton Road
Nottingham, NG8 1BB


telephone: +44 (0) 115 8466543
email:tony.pridmore@nottingham.ac.uk


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Map of Electoral Districts in Canada

Federal Electoral Districts of Canada
Description : Map of Electoral Districts in Canada Disclaimer
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Disclaimer : All efforts have been made to make this image accurate. However Compare Infobase Limited, its directors and employees do not own any responsibility for the correctness or authenticity of the same.





Inside the page
Canadian Federal Election Results 2015 List of Canadian Prime Ministers with their Electoral Districts

Electoral DistrictsSeatsPopulation 2006
Alberta 3432,90,350
British Columbia 4241,13,487
Manitoba 1411,48,401
New Brunswick 107,29,997
Newfoundland and Labrador 75,05,469
Northwest Territories 141,464
Nova Scotia 119,13,462
Nunavut 129,474
Ontario 1211,21,60,282
Prince Edward Island 41,35,851
Quebec 7875,46,131
Saskatchewan 149,68,157
Yukon 130,372

Canadian Federal Election Results 2015


S. No.Electoral district nameSurname - Nom de familleGiven name - PrénomPolitical affiliationVotes obtained - Votes obtenus
1AbbotsfordFastEdConservative23229
2Abitibi--Baie-James--Nunavik--EeyouSaganashRomeoNDP-New Democratic Party12788
3Abitibi--TémiscamingueMooreChristineNDP-New Democratic Party20699
4Acadie--BathurstCormierSergeLiberal25840
5Ahuntsic-CartiervilleJolyMélanieLiberal25871
6AjaxHollandMarkLiberal31460
7Alfred-PellanIaconoAngeloLiberal24276
8Algoma--Manitoulin--KapuskasingHughesCarolNDP-New Democratic Party16569
9Argenteuil--La Petite-NationLauzonStéphaneLiberal21903
10Aurora--Oak Ridges--Richmond HillAlleslevLeonaLiberal24132
11AvalonMcDonaldKenLiberal23583
12Avignon--La Mitis--Matane--MatapédiaMasséRémiLiberal14385
13Bécancour--Nicolet--SaurelPlamondonLouisBloc Québécois20752
14Banff--AirdrieRichardsBlakeConservative42227
15Barrie--InnisfilBrassardJohnConservative22901
16Barrie--Springwater--Oro-MedonteNuttallAlexConservative21103
17Battle River--CrowfootSorensonKevinConservative47650
18Battlefords--LloydminsterRitzGerryConservative20537
19Bay of QuinteEllisNeilLiberal29366
20Beaches--East YorkErskine-SmithNathanielLiberal27458
21BeauceBernierMaximeConservative32911
22Beauport--Côte-de-Beaupré--Île d?Orléans--CharlevoixBoucherSylvieConservative16996
23Beauport--LimoilouClarkeAlupaConservative15461
24BeauséjourLeBlancDominicLiberal36538
25Bellechasse--Les Etchemins--LévisBlaneyStevenConservative31912
26Beloeil--ChamblyDubéMatthewNDP-New Democratic Party20746
27Berthier--MaskinongéBrosseauRuth EllenNDP-New Democratic Party22942
28Bonavista--Burin--TrinityFooteJudy M.Liberal28645
29BourassaDubourgEmmanuelLiberal22234
30Bow RiverShieldsMartinConservative38631
31Brampton CentreSanghaRameshLiberal19277
32Brampton EastGrewalRajLiberal23652
33Brampton NorthSahotaRubyLiberal23308
34Brampton SouthSidhuSoniaLiberal23681
35Brampton WestKheraKamalLiberal24256
36Brandon--SourisMaguireLarryConservative20667
37Brantford--BrantMcColemanPhilConservative25824
38Brome--MissisquoiParadisDenisLiberal25764
39Brossard--Saint-LambertMendèsAlexandraLiberal28819
40Bruce--Grey--Owen SoundMillerLarryConservative26267
41BurlingtonGouldKarinaLiberal32228
42Burnaby North--SeymourBeechTerryLiberal18742
43Burnaby SouthStewartKennedyNDP-New Democratic Party16094
44Calgary CentreHehrKentLiberal28596
45Calgary ConfederationWebberLenConservative30404
46Calgary Forest LawnObhraiDeepakConservative19694
47Calgary HeritageHarperStephen J.Conservative37283
48Calgary MidnaporeKenneyJasonConservative42421
49Calgary Nose HillRempelMichelleConservative32760
50Calgary Rocky RidgeKellyPatConservative38202
51Calgary ShepardKmiecTomConservative43770
52Calgary Signal HillLiepertRonConservative37859
53Calgary SkyviewKangDarshan SinghLiberal20644
54CambridgeMayBryanLiberal22688
55Cape Breton--CansoCuznerRodgerLiberal32163
56CardiganMacAulayLawrenceLiberal14621
57Cariboo--Prince GeorgeDohertyToddConservative19418
58CarletonPoilievrePierreConservative27762
59Carlton Trail--Eagle CreekBlockKellyConservative25992
60Central NovaFraserSeanLiberal25922
61Central Okanagan--Similkameen--NicolaAlbasDanConservative24425
62Châteauguay--LacolleShanahanBrendaLiberal20244
63Charlesbourg--Haute-Saint-CharlesPaul-HusPierreConservative24345
64Charleswood--St. James--Assiniboia--HeadingleyEyolfsonDougLiberal24531
65CharlottetownCaseySeanLiberal11910
66Chatham-Kent--LeamingtonVan KesterenDaveConservative21715
67Chicoutimi--Le FjordLemieuxDenisLiberal13681
68Chilliwack--HopeStrahlMarkConservative21315
69Churchill--Keewatinook AskiAshtonNikiNDP-New Democratic Party14469
70Cloverdale--Langley CityAldagJohnLiberal24599
71Coast of Bays--Central--Notre DameSimmsScottLiberal26572
72Compton--StansteadBibeauMarie-ClaudeLiberal20537
73Coquitlam--Port CoquitlamMcKinnonRonLiberal19869
74Courtenay--AlberniJohnsGordNDP-New Democratic Party26595
75Cowichan--Malahat--LangfordMacGregorAlistairNDP-New Democratic Party21028
76Cumberland--ColchesterCaseyBillLiberal29527
77Cypress Hills--GrasslandsAndersonDavidConservative25051
78Dartmouth--Cole HarbourFisherDarrenLiberal30355
79Dauphin--Swan River--NeepawaSopuckRobertConservative19229
80DavenportDzerowiczJulieLiberal21947
81DeltaQualtroughCarlaLiberal27480
82Desnethé--Missinippi--Churchill RiverJoliboisGeorginaNDP-New Democratic Party10300
83Don Valley EastRatansiYasminLiberal24157
84Don Valley NorthTanGengLiberal23494
85Don Valley WestOliphantRobLiberal27472
86Dorval--Lachine--LaSalleDhillonAnjuLiberal29940
87DrummondChoquetteFrançoisNDP-New Democratic Party15833
88Dufferin--CaledonTilsonDavid AllanConservative27929
89DurhamO'TooleErinConservative29009
90Edmonton CentreBoissonnaultRandyLiberal19923
91Edmonton GriesbachDiotteKerryConservative19109
92Edmonton ManningAboultaifZiadConservative22216
93Edmonton Mill WoodsSohiAmarjeetLiberal20399
94Edmonton RiverbendJenerouxMattConservative28825
95Edmonton StrathconaDuncanLindaNDP-New Democratic Party24442
96Edmonton WestMcCauleyKellyConservative26366
97Edmonton--WetaskiwinLakeMikeConservative44941
98Eglinton--LawrenceMendicinoMarcoLiberal27494
99EgmontMorrisseyBobbyLiberal10521
100Elgin--Middlesex--LondonVecchioKaren LouiseConservative28022
101Elmwood--TransconaBlaikieDanielNDP-New Democratic Party14699
102Esquimalt--Saanich--SookeGarrisonRandallNDP-New Democratic Party23816
103EssexRamseyTraceyNDP-New Democratic Party25073
104Etobicoke CentreWrzesnewskyjBorysLiberal32712
105Etobicoke NorthDuncanKirstyLiberal26281
106Etobicoke--LakeshoreMaloneyJamesLiberal34641
107Flamborough--GlanbrookSweetDavidConservative24136
108Fleetwood--Port KellsHardieKenLiberal22841
109FoothillsBarlowJohnConservative46107
110Fort McMurray--Cold LakeYurdigaDavidConservative28615
111FrederictonDeCourceyMattLiberal23009
112Fundy RoyalLockhartAlainaLiberal19140
113Gaspésie--Les Îles-de-la-MadeleineLebouthillierDianeLiberal15345
114GatineauMacKinnonStevenLiberal31109
115Glengarry--Prescott--RussellDrouinFrancisLiberal34205
116Grande Prairie--MackenzieWarkentinChrisConservative38761
117GuelphLongfieldLloydLiberal34303
118Haldimand--NorfolkFinleyDianeConservative24714
119Haliburton--Kawartha Lakes--BrockSchmaleJamieConservative27760
120HalifaxFillmoreAndyLiberal26746
121Halifax WestReganGeoffLiberal34263
122Hamilton CentreChristophersonDavidNDP-New Democratic Party18722
123Hamilton East--Stoney CreekBratinaBobLiberal19544
124Hamilton MountainDuvallScottNDP-New Democratic Party18046
125Hamilton West--Ancaster--DundasTassiFilomenaLiberal29698
126Hastings--Lennox and AddingtonBossioMikeLiberal20813
127HochelagaBoutin-SweetMarjolaineNDP-New Democratic Party15953
128Honoré-MercierRodriguezPabloLiberal29363
129Hull--AylmerFergusGregLiberal28515
130Humber River--Black CreekSgroJudyLiberal23925
131Huron--BruceLobbBenConservative25803
132JolietteSte-MarieGabrielBloc Québécois18796
133JonquièreTrudelKarineNDP-New Democratic Party14039
134Kamloops--Thompson--CaribooMcLeodCathyConservative24444
135Kanata--CarletonMcCrimmonKarenLiberal32471
136Kelowna--Lake CountryFuhrStephenLiberal29614
137KenoraNaultBobLiberal10898
138Kildonan--St. PaulMihychukMaryAnnLiberal18698
139Kings--HantsBrisonScottLiberal33051
140Kingston and the IslandsGerretsenMarkLiberal36421
141King--VaughanSchulteDebLiberal25938
142Kitchener CentreSainiRajLiberal25214
143Kitchener South--HespelerTabbaraMarwanLiberal20089
144Kitchener--ConestogaAlbrechtHaroldConservative20648
145Kootenay--ColumbiaStetskiWayneNDP-New Democratic Party23529
146La Pointe-de-l'ÎleBeaulieuMarioBloc Québécois18535
147La PrairiePoissantJean-ClaudeLiberal20998
148Lévis--LotbinièreGourdeJacquesConservative31357
149LabradorJonesYvonneLiberal8878
150Lac-Saint-JeanLebelDenisConservative18393
151Lac-Saint-LouisScarpaleggiaFrancisLiberal39527
152LakelandStubbsShannonConservative39398
153Lambton--Kent--MiddlesexShipleyBevConservative28280
154Lanark--Frontenac--KingstonReidScottConservative27399
155Langley--AldergroveWarawaMarkConservative27343
156LaSalle--Émard--VerdunLamettiDavidLiberal23703
157Laurentides--LabelleGrahamDavidLiberal20282
158Laurier--Sainte-MarieLaverdièreHélèneNDP-New Democratic Party18129
159Laval--Les ÎlesEl-KhouryFayçalLiberal25857
160Leeds-Grenville-Thousand Islands and Rideau LakesBrownGordConservative26734
161LethbridgeHarderRachaelConservative32322
162London North CentreFragiskatosPeterLiberal32427
163London WestYoungKateLiberal31172
164London--FanshaweMathyssenIreneNDP-New Democratic Party20704
165Long Range MountainsHutchingsGudieLiberal30897
166Longueuil--Charles-LeMoyneRomanadoSherryLiberal18299
167Longueuil--Saint-HubertNantelPierreNDP-New Democratic Party18171
168Louis-HébertLightboundJoëlLiberal21353
169Louis-Saint-LaurentDeltellGérardConservative32561
170Mégantic--L'ÉrableBertholdLucConservative16754
171Madawaska--RestigoucheArseneaultRenéLiberal21539
172MalpequeEasterWayneLiberal13950
173ManicouaganGillMarilèneBloc Québécois17293
174Marc-Aurèle-FortinRobillardYvesLiberal22950
175Markham--StouffvillePhilpottJaneLiberal29417
176Markham--ThornhillMcCallumJohnLiberal23843
177Markham--UnionvilleSaroyaBobConservative24605
178Medicine Hat--Cardston--WarnerHillyerJimConservative34749
179MiltonRaittLisaConservative22273
180MirabelMarcilSimonBloc Québécois18661
181Miramichi--Grand LakeFinniganPatLiberal17102
182Mission--Matsqui--Fraser CanyonSidhuJatiLiberal16606
183Mississauga CentreAlghabraOmarLiberal28735
184Mississauga East--CooksvilleFonsecaPeterLiberal28105
185Mississauga--Erin MillsKhalidIqraLiberal27518
186Mississauga--LakeshoreSpengemannSvenLiberal28195
187Mississauga--MaltonBainsNavdeepLiberal25915
188Mississauga--StreetsvilleSikandGaganLiberal26590
189Moncton--Riverview--DieppePetitpas TaylorGinetteLiberal30054
190MontarvillePicardMichelLiberal18848
191MontcalmThériaultLucBloc Québécois19054
192Montmagny--L'Islet--Kamouraska--Rivière-du-LoupGénéreuxBernardConservative14264
193Moose Jaw--Lake Centre--LaniganLukiwskiTomConservative23273
194Mount RoyalHousefatherAnthonyLiberal24317
195Nanaimo--LadysmithMalcolmsonSheilaNDP-New Democratic Party22106
196NepeanAryaChandraLiberal34017
197New Brunswick SouthwestLudwigKarenLiberal16656
198New Westminster--BurnabyJulianPeterNDP-New Democratic Party22935
199Newmarket--AuroraPetersonKyleLiberal25513
200Niagara CentreBadaweyVanceLiberal19432
201Niagara FallsNicholsonRobConservative27235
202Niagara WestAllisonDeanConservative24732
203Nickel BeltSerréMarc G.Liberal21021
204Nipissing--TimiskamingRotaAnthonyLiberal25281
205North Island--Powell RiverBlaneyRachelNDP-New Democratic Party22836
206North Okanagan--ShuswapArnoldMelConservative27490
207North VancouverWilkinsonJonathanLiberal36358
208Northwest TerritoriesMcLeodMichaelLiberal9166
209Notre-Dame-de-Grâce--WestmountGarneauMarcLiberal29755
210NunavutTootooHunterLiberal5618
211OakvilleOliverJohnLiberal31967
212Oakville North--BurlingtonDamoffPamLiberal27852
213OrléansLeslieAndrewLiberal46542
214OshawaCarrieColinConservative23179
215Ottawa CentreDewarPaulNDP-New Democratic Party28988
216Ottawa SouthMcGuintyDavidLiberal38633
217Ottawa West--NepeanVandenbeldAnitaLiberal35212
218Ottawa--VanierBélangerMaurilLiberal36474
219OutremontMulcairTomNDP-New Democratic Party18753
220OxfordMacKenzieDaveConservative25938
221PapineauTrudeauJustinLiberal26294
222Parkdale--High ParkViraniArifLiberal24678
223Parry Sound--MuskokaClementTonyConservative22204
224Peace River--WestlockViersenArnoldConservative34338
225Perth--WellingtonNaterJohnConservative22255
226Peterborough--KawarthaMonsefMaryamLiberal29091
227Pickering--UxbridgeO'ConnellJenniferLiberal29110
228Pierre-Boucher--Les Patriotes--VerchèresBarsalou-DuvalXavierBloc Québécois17007
229Pierrefonds--DollardBaylisFrankLiberal34222
230PontiacAmosWilliamLiberal34154
231Port Moody--CoquitlamDonnellyFinNDP-New Democratic Party19702
232Portage--LisgarBergenCandiceConservative25060
233Portneuf--Jacques-CartierGodinJoëlConservative27238
234Prince AlbertHobackRandyConservative19679
235Prince George--Peace River--Northern RockiesZimmerBobConservative27236
236ProvencherFalkTedConservative25168
237QuébecDuclosJean-YvesLiberal15566
238Red Deer--LacombeCalkinsBlaineConservative43599
239Red Deer--Mountain ViewDreeshenEarlConservative46244
240Regina--LewvanWeirErinNDP-New Democratic Party16844
241Regina--Qu'AppelleScheerAndrewConservative16566
242Regina--WascanaGoodaleRalphLiberal23562
243Renfrew--Nipissing--PembrokeGallantCherylConservative26195
244RepentignyPauzéMoniqueBloc Québécois22627
245Richmond CentreWongAliceConservative17693
246Richmond HillJowhariMajidLiberal23032
247Richmond--ArthabaskaRayesAlainConservative18496
248Rimouski-Neigette--Témiscouata--Les BasquesCaronGuyNDP-New Democratic Party19262
249Rivière-des-Mille-ÎlesLapointeLindaLiberal18837
250Rivière-du-NordFortinRhéalBloc Québécois18154
251Rosemont--La Petite-PatrieBoulericeAlexandreNDP-New Democratic Party28692
252Saanich--Gulf IslandsMayElizabethGreen Party37076
253Sackville--Preston--ChezzetcookSamsonDarrellLiberal23161
254Saint Boniface--Saint VitalVandalDanLiberal28530
255Saint John--RothesayLongWayneLiberal20622
256Saint-Hyacinthe--BagotSansoucyBrigitteNDP-New Democratic Party15478
257Saint-JeanRiouxJeanLiberal20017
258Saint-Léonard--Saint-MichelDi IorioNicolaLiberal28835
259Saint-LaurentDionStéphaneLiberal24832
260Saint-Maurice--ChamplainChampagneFrançois-PhilippeLiberal24386
261Salaberry--SuroîtQuachAnne Minh-ThuNDP-New Democratic Party18540
262Sarnia--LambtonGladuMarilynConservative22576
263Saskatoon WestBensonSheriNDP-New Democratic Party14906
264Saskatoon--GrasswoodWaughKevinConservative19165
265Saskatoon--UniversityTrostBradConservative18589
266Sault Ste. MarieSheehanTerryLiberal19640
267Scarborough CentreZahidSalmaLiberal22753
268Scarborough NorthChenShaunLiberal18903
269Scarborough SouthwestBlairBillLiberal25585
270Scarborough--AgincourtChanArnoldLiberal21597
271Scarborough--GuildwoodMcKayJohnLiberal25187
272Scarborough--Rouge ParkAnandasangareeGaryLiberal29906
273Selkirk--Interlake--EastmanBezanJamesConservative25617
274SheffordBretonPierreLiberal22957
275SherbrookeDusseaultPierre-LucNDP-New Democratic Party21374
276Sherwood Park--Fort SaskatchewanGenuisGarnettConservative42551
277Simcoe NorthStantonBruceConservative24810
278Simcoe--GreyLeitchKellieConservative30602
279Skeena--Bulkley ValleyCullenNathanNDP-New Democratic Party22303
280Souris--Moose MountainKitchenRobert GordonConservative26315
281South Okanagan--West KootenayCanningsRichardNDP-New Democratic Party24823
282South Shore--St. MargaretsJordanBernadetteLiberal29877
283South Surrey--White RockWattsDianne LynnConservative24934
284Spadina--Fort YorkVaughanAdamLiberal29814
285St. Albert--EdmontonCooperMichaelConservative26769
286St. CatharinesBittleChrisLiberal24505
287St. John's EastWhalenNickLiberal20771
288St. John's South--Mount PearlO'ReganSeamusLiberal25922
289Steveston--Richmond EastPeschisolidoJoeLiberal19486
290Stormont--Dundas--South GlengarryLauzonGuyConservative27041
291SudburyLefebvrePaulLiberal23534
292Surrey CentreSaraiRandeepLiberal19474
293Surrey--NewtonDhaliwalSukhLiberal24869
294Sydney--VictoriaEykingMarkLiberal30181
295TerrebonneBoudriasMichelBloc Québécois19238
296Thérèse-De BlainvilleAyoubRamezLiberal18317
297ThornhillKentPeterConservative31911
298Thunder Bay--Rainy RiverRusnakDonLiberal18523
299Thunder Bay--Superior NorthHajduPattyLiberal19969
300Timmins--James BayAngusCharlieNDP-New Democratic Party15966
301Tobique--MactaquacHarveyTJLiberal17925
302Toronto CentreMorneauBillLiberal29090
303Toronto--DanforthDabrusinJulieLiberal23531
304Toronto--St. Paul'sBennettCarolynLiberal31482
305Trois-RivièresAubinRobertNDP-New Democratic Party19193
306University--RosedaleFreelandChrystiaLiberal27806
307Vancouver CentreFryHedyLiberal33400
308Vancouver EastKwanJennyNDP-New Democratic Party29313
309Vancouver GranvilleWilson-RaybouldJodyLiberal23643
310Vancouver KingswayDaviesDonNDP-New Democratic Party20663
311Vancouver QuadraMurrayJoyceLiberal29972
312Vancouver SouthSajjanHarjit S.Liberal21775
313Vaudreuil--SoulangesSchiefkePeterLiberal30543
314Vaughan--WoodbridgeSorbaraFrancescoLiberal23131
315VictoriaRankinMurrayNDP-New Democratic Party30147
316Ville-Marie--Le Sud-Ouest--Île-des-SoeursMillerMarcLiberal25679
317VimyNassifEvaLiberal25007
318WaterlooChaggerBardishLiberal29058
319Wellington--Halton HillsChongMichaelConservative32482
320West NovaFraserColinLiberal28607
321West Vancouver--Sunshine Coast--Sea to Sky CountryGoldsmith-JonesPamLiberal35818
322WhitbyCaesar-ChavannesCelinaLiberal28765
323WillowdaleEhsassiAliLiberal24431
324Windsor WestMasseBrianNDP-New Democratic Party23990
325Windsor--TecumsehHardcastleCherylNDP-New Democratic Party23214
326Winnipeg CentreOuelletteRobert-FalconLiberal18471
327Winnipeg NorthLamoureuxKevinLiberal23407
328Winnipeg SouthDuguidTerryLiberal27516
329Winnipeg South CentreCarrJimLiberal31993
330YellowheadEglinskiJimConservative37850
331York CentreLevittMichaelLiberal20109
332York South--WestonHussenAhmedLiberal20091
333York--SimcoeVan LoanPeterConservative24058
334Yorkton--MelvilleWagantallCathayConservative21630
335YukonBagnellLarryLiberal10715
336Northumberland--Peterborough SouthRuddKimLiberal27058
337Sturgeon River--ParklandAmbroseRonaConservative42977
338Pitt Meadows--Maple RidgeRuimyDanLiberal17673

List of Canadian Prime Ministers with their Electoral Districts


Name (Birth–Death) DistrictMin.Term of officeElectoral mandates (Parliaments)Political party
Sir John A. Macdonald (1815–1891) MP for Kingston, ON1st07/01/6711/05/73Title created (no parl't)
1867 election (1st Parl't)
1872 election (2nd Parl't)
Liberal-Conservative Party
Alexander Mackenzie (1822–1892) MP for Lambton, ON2nd11/07/7310/08/78Inter-election appt. (2nd Parl't)
1874 election (3rd Parl't)
Liberal Party
Sir John A. Macdonald (1815–1891) MP for Victoria, BC until 1882 MP for Carleton, ON until 1887 MP for Kingston, ON3rd10/17/7806/06/911878 election (4th Parl't)
1882 election (5th Parl't)
1887 election (6th Parl't)
1891 election (7th Parl't)
Liberal-Conservative Party
Sir John Abbott (1821–1893) Senator for Quebec4th06/16/9111/24/92Inter-election appt. (7th Parl't)Liberal-Conservative Party
Sir John Thompson (1845–1894) MP for Antigonish, NS5th12/05/9212/12/94Inter-election appt. (7th Parl't)Liberal-Conservative Party
Sir Mackenzie Bowell (1823–1917) Senator for Ontario6th12/21/9404/27/96Inter-election appt. (7th Parl't)Conservative Party (historical)
Sir Charles Tupper (1821–1915) Did not serve in Parliament while Prime Minister7th05/01/9607/08/96Inter-election appt. (no parl't)Conservative Party (historical)
Sir Wilfrid Laurier (1841–1919) MP for Quebec East, QC8th07/11/9610/06/111896 election (8th Parl't)
1900 election (9th Parl't)
1904 election (10th Parl't)
1908 election (11th Parl't)
Liberal Party
Sir Robert Borden (1854–1937) MP for Halifax, NS until 1917 MP for Kings, NS9th10/10/1110/11/171911 election (12th Parl't)Conservative Party (historical)
 10th10/12/1707/10/201917 election (13th Parl't)Unionist Party
Arthur Meighen (1874–1960) MP for Portage la Prairie, MB11th07/10/2012/29/21Inter-election appt. (13th Parl't)National Liberal and Conservative Party
William Lyon Mackenzie King (1874–1950) MP for York North, ON until 1925 MP for Prince Albert, SK12th12/29/2106/28/261921 election (14th Parl't) 1925 election (15th Parl't)[LS]Liberal Party
Arthur Meighen (1874–1960) MP for Portage la Prairie, MB13th06/29/2609/25/26Inter-election appt. (15th Parl't)Conservative Party (historical)
William Lyon Mackenzie King (1874–1950) MP for Prince Albert, SK14th09/25/2608/07/301926 election (16th Parl't)Liberal Party
R. B. Bennett (1870–1947) MP for Calgary West, AB15th08/07/3010/23/351930 election (17th Parl't)Conservative Party (historical)
William Lyon Mackenzie King (1874–1950) MP for Prince Albert, SK until 1945 MP for Glengarry, ON16th10/23/3511/15/481935 election (18th Parl't) 1940 election (19th Parl't) 1945 election (20th Parl't)Liberal Party
Louis St. Laurent (1882–1973) MP for Quebec East, QC17th11/15/4806/21/57Inter-election appt. (20th Parl't) 1949 election (21st Parl't) 1953 election (22nd Parl't)Liberal Party
John Diefenbaker (1895–1979) MP for Prince Albert, SK18th06/21/5704/22/631957 election (23rd Parl't)
1958 election (24th Parl't)
1962 election (25th Parl't)
Progressive Conservative Party
Lester B. Pearson (1897–1972) MP for Algoma East, ON19th04/22/6304/20/681963 election (26th Parl't)
1965 election (27th Parl't)
Liberal Party
Pierre Trudeau (1919–2000) MP for Mount Royal, QC20th04/20/683/4 June[*] 1979Inter-election appt. (27th Parl't)
1968 election (28th Parl't)
1972 election (29th Parl't)
1974 election (30th Parl't)
Liberal Party
Joe Clark (b. 1939) MP for Yellowhead, AB21st06/04/792/3 March[*] 19801979 election (31st Parl't)Progressive Conservative Party
Pierre Trudeau (1919–2000) MP for Mount Royal, QC22nd03/03/8029/30 June[*] 19841980 election (32nd Parl't)Liberal Party
John Turner (b. 1929) Did not serve in Parliament while Prime Minister23rd06/30/8416/17 September[*] 1984Inter-election appt. (32nd Parl't)Liberal Party
Brian Mulroney (b. 1939) MP for Manicouagan, QC until 1988 MP for Charlevoix, QC24th09/17/8424/25 June[*] 19931984 election (33rd Parl't)
1988 election (34th Parl't)
Progressive Conservative Party
Kim Campbell (b. 1947) MP for Vancouver Centre, BC25th06/25/933/4 November[*] 1993Inter-election appt. (34th Parl't)Progressive Conservative Party
Paul Martin (b. 1938) MP for LaSalle—Émard, QC27th12/12/035/6 February[*] 2006Inter-election appt. (37th Parl't)
2004 election (38th Parl't)
Liberal Party
Stephen Harper (b. 1959) MP for Calgary Southwest, AB28th02/06/06Incumbent2006 election (39th Parl't)
2008 election (40th Parl't)
2011 election (41st Parl't)
Conservative Party of Canada

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Alle aktiviteter i Banff

Ture og aktiviteter håndplukket af vores branchefolk

Banff Sunshine Village Winter Sightseeing Package, Banff, Attraction Tickets

Banff Sunshine Village Winter Sightseeing Package

Enjoy 360 degree winter views of the Canadian Rocky Mountains as you ride an 8-passenger gondola and take in the breathtaking views of Banff National Park. ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 3 to 7 hrs
Fra EUR 31,15
Hop-On and Hop-Off Banff Bus, Banff, Bus Services

Hop-On and Hop-Off Banff Bus

6 anmeldelser

Explore Banff National Park easily and at your own pace with the knowledge of a guaranteed seat on the buses. Get everywhere you want to go easily and without ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: Flexible
  • Sprog: Engelsk
Fra EUR 33,71
Lake Louise and the Icefield Parkway sightseeing tour, Banff, Cultural Tours

Lake Louise and the Icefield Parkway sightseeing tour

The Lake Louise Parkway contains some of the best scenery Canada has to offer. With stunning views of snow-capped peaks, crystal clear mountain lakes, ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 8 to 8.5 hrs
  • Sprog: Engelsk
Fra EUR 114,61
Peyto Lake Snowshoe Tour, Banff, Ski & Snow

Peyto Lake Snowshoe Tour

The Journey to Peyto Lake is just over an hour van trip up the scenic Icefield Parkway. This tour will teach you the basics of snowshoeing in one of the most ...  Mere info

  • Stedangivelse: Lake Louise, Canada
  • Varighed: 6 to 7 hrs
Fra EUR 148,32
Kananaskis Country Snowshoe Tour, Banff, Ski & Snow

Kananaskis Country Snowshoe Tour

Go deep with us at Fortress Mountain this winter for a full-day of fantastic treeline snowshoeing! Trek through surreal winter landscapes made famous in ...  Mere info

  • Stedangivelse: Canmore, Canada
  • Varighed: 8 timer
  • Sprog: Engelsk
Fra EUR 73,49
First Tracks Snowshoe Explorer, Banff, Ski & Snow

First Tracks Snowshoe Explorer

Follow the steps of the legendary fur traders on snowshoes and discover Continental Divide wilderness atop the boundary between Alberta and British Columbia. ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 4 timer
  • Sprog: Engelsk
Fra EUR 49,89
Lake Louise Winterland from Banff, Banff, Ski & Snow

Lake Louise Winterland from Banff

The snow is always deep, soft and plentiful at Lake Louise. Make the most of your winter experience in the Rockies and enjoy a full day tour to magical Lake ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 7 timer
  • Sprog: Engelsk
Fra EUR 64,72
Snowshoeing on Top of the World, Banff, Ski & Snow

Snowshoeing on Top of the World

Put your snowshoes on and walk with into a white powder paradise where there are no trails and it's simply miles and miles of powdery wilderness in front of ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 4 timer 30 minutter
  • Sprog: Engelsk
Fra EUR 55,93
Calgary Flames Hockey Game from Banff, Banff, Sporting Events & Packages

Calgary Flames Hockey Game from Banff

Feel the excitement of a Calgary Flames hockey game. Cheer on the Calgary Flames and get ready for some fast paced, action-packed hockey. Games are at the ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 6 timer 30 minutter
Fra EUR 105,48
Banff Premium Ski Rental Including Delivery, Banff, Ski & Snowboard Rentals

Banff Premium Ski Rental Including Delivery

Don't waste another minute waiting in line at the rental shops. Instead, place your order for skis, snowboards, boots and helmets before you arrive and have a ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: Flexible
Fra EUR 61,16
Banff Premium Snowboard Rental Including Delivery, Banff, Ski & Snowboard Rentals

Banff Premium Snowboard Rental Including Delivery

Don't waste another minute waiting in line at the rental shops. With this service, you can place your order for skis, snowboards, boots and helmets before you ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: Flexible
Fra EUR 61,16
Banff Performance Ski Rental Including Delivery, Banff, Ski & Snowboard Rentals

Banff Performance Ski Rental Including Delivery

Don't waste another minute waiting in line at the rental shops. Instead, place your order for skis, snowboards, boots and helmets before you arrive and a ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: Flexible
Fra EUR 49,84
Banff Performance Snowboard Rental Including Delivery, Banff, Ski & Snowboard Rentals

Banff Performance Snowboard Rental Including Delivery

Don't waste another minute waiting in line at the rental shops. Place your order for skis, snowboards, boots and helmets before you arrive! Just pick a time ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: Flexible
Fra EUR 49,84
Johnston Canyon Icewalk from Banff AM, Banff, Day Trips

Johnston Canyon Icewalk from Banff AM

Trek through Johnston Canyon to a world of frozen waterfalls and pillars of blue ice. Learn about the formation of the canyon, discover fossil corals in the ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 4 timer
Fra EUR 49,89
Johnston Canyon Icewalk at Night, Banff, Day Trips

Johnston Canyon Icewalk at Night

Light and shadow, ice in starlight Enter an unforgettable icy wonderland under a blanket of stars in this evening icewalk through the frozen walls of Johnston ...  Mere info

  • Stedangivelse: Banff, Canada
  • Varighed: 3 timer
  • Sprog: Engelsk
Fra EUR 43,15
0) MP for Portage la Prairie, MB13th06/29/2609/25/26Inter-election appt. (15th Parl't)Conservative Party (historical) William Lyon Mackenzie King (1874–1950) MP for Prince Albert, SK14th09/25/2608/07/301926 election (16th Parl't)Liberal Party R. B. Bennett (1870–1947) MP for Calgary West, AB15th08/07/3010/23/351930 election (17th Parl't)Conservative Party (historical) William Lyon Mackenzie King (1874–1950) MP for Prince Albert, SK until 1945 MP for Glengarry, ON16th10/23/3511/15/481935 election (18th Parl't) 1940 election (19th Parl't) 1945 election (20th Parl't)Liberal Party Louis St. Laurent (1882–1973) MP for Quebec East, QC17th11/15/4806/21/57Inter-election appt. (20th Parl't) 1949 election (21st Parl't) 1953 election (22nd Parl't)Liberal Party John Diefenbaker (1895–1979) MP for Prince Albert, SK18th06/21/5704/22/631957 election (23rd Parl't)
1958 election (24th Parl't)
1962 election (25th Parl't)Progressive Conservative Party Lester B. Pearson (1897–1972) MP for Algoma East, ON19th04/22/6304/20/681963 election (26th Parl't)
1965 election (27th Parl't)Liberal Party Pierre Trudeau (1919–2000) MP for Mount Royal, QC20th04/20/683/4 June[*] 1979Inter-election appt. (27th Parl't)
1968 election (28th Parl't)
1972 election (29th Parl't)
1974 election (30th Parl't)Liberal Party Joe Clark (b. 1939) MP for Yellowhead, AB21st06/04/792/3 March[*] 19801979 election (31st Parl't)Progressive Conservative Party Pierre Trudeau (1919–2000) MP for Mount Royal, QC22nd03/03/8029/30 June[*] 19841980 election (32nd Parl't)Liberal Party John Turner (b. 1929) Did not serve in Parliament while Prime Minister23rd06/30/8416/17 September[*] 1984Inter-election appt. (32nd Parl't)Liberal Party Brian Mulroney (b. 1939) MP for Manicouagan, QC until 1988 MP for Charlevoix, QC24th09/17/8424/25 June[*] 19931984 election (33rd Parl't)
1988 election (34th Parl't)Progressive Conservative Party Kim Campbell (b. 1947) MP for Vancouver Centre, BC25th06/25/933/4 November[*] 1993Inter-election appt. (34th Parl't)Progressive Conservative Party Paul Martin (b. 1938) MP for LaSalle—Émard, QC27th12/12/035/6 February[*] 2006Inter-election appt. (37th Parl't)
2004 election (38th Parl't)Liberal Party Stephen Harper (b. 1959) MP for Calgary Southwest, AB28th02/06/06Incumbent2006 election (39th Parl't)
2008 election (40th Parl't)
2011 election (41st Parl't)Conservative Party of Canada
Last Updated : September 23, 2015

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v?L

Recent Publications - The University of Nottingham canada gé banff

Selected Publications

Full lists of CVL members' publications are available on their personal pages. This page highlights selected papers, giving a little more detail. Follow the links for further details and the full articles. 


 

A Functional Regression approach to Facial Landmark Tracking

E. Sánchez-Lozano, G. Tzimiropoulos, B. Martinez, F. De la Torre and M. Valstar. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017

Linear regression is a fundamental building block in many face detection and tracking algorithms, typically used to predict shape displacements from image features through a linear mapping. This paper presents a Functional Regression solution to the least squares problem, which we coin Continuous Regression, resulting in the first real-time incremental face tracker. Contrary to prior work in Functional Regression, in which B-splines or Fourier series were used, we propose to approximate the input space by its first-order Taylor expansion, yielding a closed-form solution for the continuous domain of displacements. We then extend the continuous least squares problem to correlated variables, and demonstrate the generalisation of our approach. We incorporate Continuous Regression into the cascaded regression framework, and show its computational benefits for both training and testing. We then present a fast approach for incremental learning within Cascaded Continuous Regression, coined iCCR, and show that its complexity allows real-time face tracking, being 20 times faster than the state of the art. To the best of our knowledge, this is the first incremental face tracker that is shown to operate in real-time. We show that iCCR achieves state-of-the-art performance on the 300-VW dataset, the most recent, large-scale benchmark for face tracking.

continuousregress

 

Find out more

 

 


 

Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression

Aaron S. Jackson, Adrian Bulat, Vasileios Argyriou and Georgios Tzimiropoulos, ICCV 2017

3D face reconstruction is a fundamental Computer Vision problem of extraordinary difficulty. Current systems often assume the availability of multiple facial images as input, and must address a number of methodological challenges such as establishing dense correspondences across large facial poses, expressions, and non-uniform illumination. In this work, we propose to address many of these limitations by training a Convolutional Neural Network (CNN) on an appropriate dataset consisting of 2D images and 3D facial models or scans. Our CNN can reconstruct the entire 3D facial geometry with just a single 2D facial image, and without accurate alignment or establishing dense correspondence between images.

Find out more

image4451Cropped
 

 


 

1  2

Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources,

A. Bulat and G. Tzimiropoulos, ICCV 2017

Our  goal  is  to  design  architectures  that  retain  the groundbreaking  performance  of  CNNs  for  landmark  localization  and  at  the  same  time  are  lightweight,  compact and  suitable  for  applications  with  limited  computational resources.   To  this  end,  we propose a novel hierarchical, parallel and multi-scale residual architecture specifically designed for binarized CNNs that yields large performance improvement over the standard bottleneck block while having the same number of parameters, thus bridging the gap between the original  network  and  its  binarized  counterpart. We present results for experiments on the most challenging  datasets  for  human  pose  estimation  and  face alignment, reporting in many cases state-of-the-art performance.

Find out more

 

 


 

How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks)

A. Bulat and G. Tzimiropoulos, ICCV 2017

This paper investigates how far a very deep neural network is from attaining close to saturating performance on existing 2D and 3D face alignment datasets. To this end, (a) we construct, for the first time, a very strong baseline by combining a state-of-the-art architecture for landmark localization with a state-of-the-art residual block, train it on a very large yet synthetically expanded 2D facial landmark dataset and finally evaluate it on all other 2D facial landmark datasets. (b) We create a guided by 2D landmarks network which converts 2D landmark annotations to 3D and unifies all existing datasets, leading to the creation of LS3D-W, the largest and most challenging 3D facial landmark dataset to date (~230,000 images). (c) We show that both 2D and 3D face alignment networks achieve performance of remarkable accuracy which is probably close to saturating the datasets used.

Find out more

3 4

 

 


 

SuRVoS: Super-Region Volume Segmentation Workbench

 

Imanol Luengo, Michele C. Darrow, Matthew C. Spink, Ying Sun, Wei Dai, Cynthia Y. He, Wah Chiu, Tony Pridmore, Alun W. Ashton, Elizabeth M.H. Duke, Mark Basham, and Andrew P. French, J Struct Biol. 2017

Segmentation of biological volumes is a crucial step needed to fully analyse their scientific content. Current methods usually require a large amount of manually-produced training data to deliver a high-quality segmentation. However, the complex appearance of cellular features, high variance from one sample to another, and the time-consuming work of manually labelling complete volumes, makes training data very scarce. We present a new workbench named SuRVoS (Super-Region Volume Segmentation). Within this software, a volume to be segmented is first partitioned into hierarchical segmentation layers (named Super-Regions) and is then interactively segmented with the user's knowledge input in the form of training annotations. SuRVoS first learns from and then extends user inputs to the rest of the volume, while using Super-Regions for quicker and easier segmentation than when using a voxel grid. 

survos

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5

6

Human pose estimation via Convolutional Part Heatmap Regression

A. Bulat and G. Tzimiropoulos, ECCV 2016

This paper is on human pose estimation using Convolutional Neural Networks. Our main contribution is a CNN cascaded architecture specifically designed for learning part relationships and spatial context, and robustly inferring pose even for the case of severe part occlusions. To this end, we propose a d