http://www.michaelhasey.com/-research daily 0.75 2020-01-21 http://www.michaelhasey.com/github-images daily 0.75 2021-08-27 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1630081996228-GSJK35QFH59M1KEROTF0/montreal_city_model.jpg GITHUB IMAGES https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1630081996228-GSJK35QFH59M1KEROTF0/montreal_city_model.jpg GITHUB IMAGES https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1630091137802-FDRFQLNJO7XVSP18ZVD1/grasshopper_model.png GITHUB IMAGES http://www.michaelhasey.com/about daily 0.75 2025-01-03 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1595439331813-2AY1WUCS3BD9CNFT3RLS/about_inside.jpg + About http://www.michaelhasey.com/work daily 1.0 2022-12-14 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593046172036-17WMHCW91F7LRQT764MT/amberglen_thumb+copy.jpg WORK HUMEWOOD RESIDENCE type: residential location: Toronto, Canada office: nkA Architects https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593153497505-E0PQ5WTEK4381ZUYDITR/arrival_thumb.jpg WORK THE ARRIVAL type: hospitality location: Mandarina - A One & Only Resort, Nayarit, Mexico office: Studio Rick Joy https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593196318928-H2FTRYOU75G9Q9UWNKQK/majahua_thumb.jpg WORK MAJAHUA BEACH CLUB type: hospitality location: Mandarina - A One & Only Resort, Nayarit, Mexico office: Studio Rick Joy https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592725588669-GYGGWJAAEOUK0N07IM86/building_1.jpg WORK A.I. GENERATED ARCHITECTURE algorithms: GANs ( generative adversarial networks) year: 2019 type: research https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593128876405-NT4LJ5WRR4P7OTY60753/fang_thumb2.jpg WORK THE FANG OF LADON medium: concrete https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592721950263-OCG4AA65M6PZ1L3K57D9/book_gan.jpg WORK GAN-ITECTURE year: 2020 type: White Paper https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592981524715-MNBSFEGD9YMHH77IG5G6/vivere_thumb+copy.jpg WORK MUSEO DEL TEVERE type: cultural location: Rome, Italy school: University of Waterloo https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615501578711-B8711N65GTB53VRT32YK/oregon3.gif WORK AUTOMATED IMAGE BLENDING ALGORITHM algorithms: Gradient Domain Fusion, Poisson Blending year: 2021 type: computer vision , computer graphics https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1595182138708-RWSU8QQ53WQSHNQW1WFB/Screen+Shot+2020-07-19+at+10.47.05+AM.png WORK NEURAL STYLE TRANSFER // THE CITY algorithms: neural style transfer (CNN), Fast.ai year: 2020 type: research https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593016826136-ZX8498LZ4Z2S66XLD98M/amberglen_thumb.jpg WORK FORT APACHE // MODULAR DESIGN type: multi-family location: Las Vegas, USA office: Katerra https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1621021402225-Q4PB89D2Z1WCNVCR8HXP/black.jpg WORK NEURAL STYLE TRANSFER algorithms: Style Transfer Algorithms year: 2021 type: computer vision tool https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1595181949635-9KLJL2BC4GJYLD6A7DG9/Screen+Shot+2020-07-19+at+11.03.59+AM.png WORK NEURAL STYLE TRANSFER // THE BUILDING algorithms: neural style transfer (CNN), Fast.ai year: 2020 type: research https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593123326631-K4ZUBFNEOTQ7HQ0AJI2O/Mille_thumb.jpg WORK MILLE FEUILLE type: public location: Montreal, Canada office: Raw Design https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592970604787-IT08526D4734T3OLU4JL/Maasai_thumb.jpg WORK MAASAI KNOWLEDGE EXCHANGE type: community location: Loodariak, Kenya school: McGill University https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593145251563-MYP8NF4YDVN6P262F5Y8/solare_thumb_new.jpg WORK SOLARE III.V medium: digital https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592949221755-7Z6MWHRY5GBBQ7ZISPZT/Hyperwave_thumb.jpg WORK THE HYPERWAVE RESIDENCE type: multi-family location: Shanghai, China school: McGill University https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592726199685-EQ16D302RUNPCXBLG1D3/Screen+Shot+2019-10-31+at+1.14.52+PM.png WORK A.I. GENERATED INTERIORS algorithms: GANs (generative adversarial networks) year: 2019 type: research https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1616960347155-X3V7FUANF34UDVXGW4NM/tab.gif WORK CYCLEGAN: AN IMAGE TO IMAGE TRANSLATION TOOL algorithms: DCGAN, CycleGAN year: 2021 type: computer vision , computer graphics https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1439258645066-PECBHAXZJ16XTVM131YG/image-asset.jpeg WORK RARE SPACE medium: plexiglass, digital https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/0e18f911-8962-47f6-84fc-a6fdaf90fe1b/Cover.jpg WORK - Make it stand out DEEP VERNACUAR - FULL PUBLICATION Analyzing 300 3D Wooden Church Forms Using Deep Learning type: Unsupervised Learning, 3D Dataset Creation, 3D Form Analysis year: 2022 school: Carnegie Mellon University https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592726903115-LY53MT8QL737ROGCSH7D/Blogpsd.jpg WORK A CRITICAL GUIDE year: 2020 type: blog post https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592954761513-IWNCOWCA0W72MFF455XS/Vivere_thumb.jpg WORK VIVERE ET MORI CHAPEL type: religious location: Cambridge, Canada school: University of Waterloo https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593033480634-DIY2579EF4K38F5LNHA7/amberglen_thumb.jpg WORK ADVANCED CONSTRUCTION R&D type: R&D location: Seattle, USA office: Katerra https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593154067534-YO443EXIVH34JYKLUVBQ/point_thumb.jpg WORK CARAO RESTAURANT type: hospitality location: Mandarina - A One & Only Resort, Nayarit, Mexico office: Studio Rick Joy https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1593025836530-8Z28MJRH0O3C2SX968X9/amberglen_thumb.jpg WORK AMBERGLEN // CLT CONSTRUCTION type: multi-family location: Portland, USA office: Katerra https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1592730104978-XRWJMOM6MFP8U7W8HZ22/Maasai_Skywatch.jpg WORK DETECTING ILLEGAL VILLAGE BURNS IN KENYA USING A.I. algorithms: YOLO V3 object detection models, Fast.ai year: 2020 type: software application https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617641798211-9GV1XPBZQ6U83HOCST6B/book_archi_base.jpg WORK ARCHI-BASE: AUTOMATED DATASET CONSTRUCTION OF ARCHITECTURAL IMAGERY FOR DEEP NEURAL NETWORKS year: 2021 type: White Paper https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1595312373080-QXKDMVQA71G6IPOKPP1H/map_tab2.jpg WORK CONTACT https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/5ba0e910-7b5b-4af7-a31b-197b9ccccb36/gif_house.gif WORK ARCHITECTURAL FEATURE DETECTION IN REAL-TIME algorithms: YoloV3, SixGill year: 2020 type: object-detection tool 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https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614103917897-TRCW04HEN1D004NG2R5V/test_8_Icon_Green_Shift_Crop_5percent.gif Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection An example of a successful alignment using the SSD method. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614138247615-QFKS6KIY1V49ZFQKXU3E/squiggle_2.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection SSD has difficulty aligning channels when colour or tone differs between images. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614099999556-V08NRVG2XGX81HWH8FAD/lady.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614138196427-H9SPEOCR3MYWDJ40X10R/test_2_Squiggle_fade_np.roll_rchan_problem.np_roll.gif Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614123499159-M7Q4GDQR8WUJJA9JTQBT/train_15_6.9_G42.4_R88.32.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 42 , 4 ] Time: 6.9 seconds Red channel offset: [ 88 , 32 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614139311128-8W4HB18M0OSTN6RZP92G/cat_2.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection Again, SSD has difficulty aligning channels when colour or tone differs between images which is common in the Projudin-Gorskii Photo Collection. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614135456701-COLT0KGNVYRKAQ13UREH/banner.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614099940913-U2Q60TB45AQWAHK11US4/emir.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614123590640-E0IAIRVAZHX42JP3V4OZ/self_15_6.86_G78.28_R176.36.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 78 , 28 ] Time: 6.86 seconds Red channel offset: [ 176 , 36 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614110399135-ZNUO0PDM20U7JZ4FTXOH/test_10_Harvesters_NCC_Crop.gif Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614124483733-0P1PTY3KK1YFPBN8ZVJI/icon_15_T7.22_G40.16_R90.22.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 40 , 16 ] Time: 7.22 seconds Red channel offset: [ 90 , 22 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614124465824-VBY44M935B6LJY48ERYS/three_generations_15_7.2_G54.12_R112.10.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 54 , 12 ] Time: 7.2 seconds Red channel offset: [ 112 , 10 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614139200102-0I01IM7OXRFFRHNEQGH2/cat_1.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection SSD capable of efficient alignment even when complex images share the same colour or tone. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614137156027-09CEHW5JGEW386KW2FDD/array_np.roll.gif Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614138157086-CR5VB9LL7NX0EXSJMJHC/squiggle_1.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection SSD capable of efficient alignment when images share the same colour or tone. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614105845147-39I7268WHEJE6LM2779U/SSD_Misalign.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection MISALIGNED SHIFTS: Though the SSD method worked for the above image of the icon above, it did not always work well with the other images. This perhaps was caused by higher contrast between the separate RGB images within the original plates which could have made alignment through pixel value comparison more challenging. Another issue may have been the specified search area size being used. In above images, a 70x70 pixel alignment search area was used. Perhaps a smaller search area could have improved results. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614100063072-VADVRHRT55FDHKRVXJZS/turkmen.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614138010709-XMIQQCLRKC9QZ74T2JRI/squiggle_plain_np.roll.gif Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614122417065-1S8ZB714VCTG3O8REDAX/1200px-Image_pyramid.svg.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection credit: wikipedia https://en.wikipedia.org/wiki/Pyramid_(image_processing) https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614100030072-TPHEPFMZFOAC7HJ2J3ZJ/train.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614107102685-IIBTH8A0TID2CCPD16AH/algo_SSD.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614101398496-5IJDBNV2IU3W8UY9115S/RGB.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614123519223-8XLSIQSJ0UHIJVEPJL2K/turkmen_15_6.93_G56.18_R116.26.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 56 , 18 ] Time: 6.93 seconds Red channel offset: [ 116 , 26 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614123738727-OLD6PU5PH2P8M9F9IDOI/emir_15_6.8_G48.24_R0.-200.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 48 , 24 ] Time: 6.8 seconds Red channel offset: [ 0 , 10 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614111194966-3S8MYK18QA0US88LEX90/NCC_1.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection The NCC method aligned images much more successfully than the SSD method. Below are the pixel shifts required for alignment as well as the pixel search area and total process time. These are reduced sized images and are approx. 830x720. Left Image: Search area: 50x50 pixels Time: 148 seconds. Green shift: [19,7] pixels. Red Shift [44,9] pixels MIddle Image: Search area: 30x30 pixels Time: 25.9 seconds. Green shift: [14,3] pixels. Red Shift [28,2] pixels Right Image: Search area: 30x30 pixels Time: 24.9 seconds. Green shift: [11,1] pixels. Red Shift [22,8] pixels https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614139245755-HXJ3M2T0B2MZ45CTAO4Z/test_6_Cat_Faded_color_reverse_np.roll.gif Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614101462756-N7D5ZHJDLAPYWTF1ZY5E/code_image_Split.png Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614099966655-JU715VTUV0EH5MGYY1XA/harvesters.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614110587679-4V41K41ZL2UGXI4N5ZPG/algo_ncc.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614124498000-H25QI3RDAI09E5BIAIAS/village_15_7.15_G64.10_R138.22.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 64 , 10 ] Time: 7.15 seconds Red channel offset: [ 138 , 22 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614102751232-EGIIX7EESOMT1VVVNIE9/code_crop.png Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614102659385-GEBO66YDBYANDQ3H5STW/crop.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614123354419-810LV7AGPF24OVP4I1F8/lady_15_6.89_G54.8_R116.10.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 54 , 8 ] Time: 6.89 seconds Red channel offset: [ 116 , 10 ] https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1614123643497-5VU17985TOUKQTBUQVYD/harvesters_15_T6.74_G60.16_R124.14.jpg Image Synthesis Study 1: Colorizing the Prokudin-Gorskii Photo Collection displacement: 15x15 Green channel offset: [ 60 , 16 ] Time: 6.89 seconds Red channel offset: [ 124 , 14 ] http://www.michaelhasey.com/gradient-domain-fusion daily 0.75 2021-03-13 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615576739146-3RGSWMSD3IVUWZNEJVHL/Screen+Shot+2021-03-12+at+2.12.47+PM.png Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615578732190-VALHU5W8K455O7FZMUMV/Screen+Shot+2021-03-12+at+2.51.47+PM.png Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615520851941-LYIFBYZQAVS76SOKOVKZ/banner+3.jpg Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615575635738-3L9GTUBICWPGS2COA3US/safari_banner.jpg Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615577502384-T6DPFYFQSOYGM8ZZG6K2/Step+2.jpg Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615575301348-KMQW5S5ITZFRHHFM06VP/safari.gif Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615584610553-AUVNS8XQNCK5589PPPDX/gradient.jpg Gradient Domain Fusion Study x-y image gradient extracted from original source image https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615606870478-4BNE5MBR6053VZOVJN4N/blade2.png Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615584814179-50F7RD4A0ZQVDAX2RLZ1/derivative.png Gradient Domain Fusion Study Simple equation to calculate derivative between two pixels. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615606288524-S2H9LZ6TEC9FVPOY5YY6/ukraine.gif Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615587888116-07O02DF7D0WW88WGQH69/Screen+Shot+2021-03-12+at+5.23.55+PM.png Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615604449103-6D0I4Z4QJR636PLXDPTM/poisson.png Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615607860554-QBLBMBG1GRUQ0FPZD7M6/Screen+Shot+2021-03-12+at+10.56.34+PM.png Gradient Domain Fusion Study https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1615528043159-7Y7RD1Q1ZHPLS8ZLY0B4/Results.jpg Gradient Domain Fusion Study http://www.michaelhasey.com/cyclegan daily 0.75 2021-03-30 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1616965897709-7EMMB00FWWC6S74AVQJB/Discrim_Code_1.png CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617032859871-Q9Q326T7ZHILBFXNOAC1/4_DCGAN_Deluxe_300.jpg CycleGAN 300 Epochs // Image Augmentation After 300 epochs, it is quite clear that the discriminator and generator losses are approaching convergence and stabilization. Convergence implies that the GAN model found an optimum where large improvements (overall image shapes, composition, colour, etc) cannot be made anymore. Convergence is expressed in the accompanied loss graph (to right) when the D Loss and G loss converge and fluctuations are reduced. This means that an ideal and consistence generator and discriminator loss has been achieved and adequate training has occurred. That being said however, smaller and finer improvements (textures, smaller features, image details, etc) can still be made with further training and model optimization. By augmenting the dataset (ex. flipping, rotating, stretching the original image), you both increase the size and variety of images in the dataset, thus allowing the model to learn a wider variety of image features, thus creating a more robust and well performing model. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1616966383922-JYGPWYSTFHVIW1L7YZV4/Generator_Code.png CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617032117350-4GX9QQLWLYOUBYLJCNZL/3_DCGAN_Deluxe_100_b.jpg CycleGAN 100 Epochs // Image Augmentation Augmenting the images within the training set leads to increased training stability and reduced generator and discriminator loss fluctuations. As there is more image data to train on, the generator can learn finer and more varied features and patterns within the training set, synthesize higher quality images, and fool the discriminator more easily. This increases the models overall ability to learn and synthesize more accurate generations at a much more rapid and effective pace. Even after 100 epochs, generator and discriminator loss convergence and stability is quite apparent. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617046592954-2FHINFX0WJ36PTH7UQL6/cycle_100_000.gif CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617044863961-M8OD7GE5WV9GN0Y77UA4/8_CycleGAN_cycleconsistencyloss_600b.jpg CycleGAN 600 Iterations // Cycle-Consistency Loss As explained above, cycle-consistency loss, when applied, greatly improves the consistency of content between the input and output image. As shown in the results above, the output cats head size, positioning, gaze-direction matches the input cat images much more accurately than the results above where cycle-consistency loss was not used. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617072099761-K1UBL92N7L41QD3WJK6T/Discriminator.jpg CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617072125180-T2IF7458ELIKRS970F2P/Deconv.jpg CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617041571447-717Y64SIO8QTLHU71A9I/pseudocode.jpg CycleGAN Credit: https://learning-image-synthesis.github.io/assignments/hw3 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617046723119-RQ7GMKSLX9KHNKLSCIGP/cat.jpg CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617043351574-ONFFKV3IG2JIUKX2VTMV/Screen+Shot+2021-03-29+at+2.41.02+PM.png CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1616963271250-NF3JS4NRTU29Q46T5M1V/row_cats.png CycleGAN credit: https://learning-image-synthesis.github.io/assignments/hw3 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617044474931-JCGMXF8YNBT6ZBY5AZM6/7_CycleGAN_600.jpg CycleGAN 600 Iterations // No Cycle-Consistency Loss After 600 iterations, the results of the CycleGAN without using cycle-consistency loss are apparent. Compared to the results below where cycle-consistency was used, the results in the experiment illustrate how the pose and content of the resultant cat image output do not always match the pose and content of the input photo. For example, a cats head might be pointing in a noticeably different direction than the cat in the input image. This problem is remedied as shown in the results below where cycle-consistency loss was used. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617029611048-2UPQFJ9AO2UMGX59C2UR/model.jpg CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617045055221-MTEJKNADBBLW13ZOAPSA/4_CycleGAN_cycleconsistencyloss_20000b.jpg CycleGAN 20,000 Iterations // Cycle-Consistency Loss After 20,000 iterations, the consistency between input and output content becomes more apparent. Again, this is due to the implementation of cycle-consistency loss and additional training time. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617047776868-PDIU5FI4I9HSG9410YDC/Screen+Shot+2021-03-29+at+3.55.55+PM.png CycleGAN An example of image augmentation. First image in each row has been subsequently augmented 11 times, thus increasing the data set by 1100%. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1616967479161-44VB0LEP744JYKEDQMJJ/padding.gif CycleGAN credit: https://poloclub.github.io/cnn-explainer/ https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617031976354-P93STMR4OBIR8T6WZ5IX/2_DCGAN_Basic_300.jpg CycleGAN 300 Epochs // No Image Augmentation As the number of epochs increase without image augmentation, it becomes quite clear that the model is having a difficult time converging and stabilizing discriminator and generator loss scores. The lack of data variation and overall training examples makes it more difficult for the model to learn and re-create the images in new and unique synthesized images. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617047205596-KQFUUENNBGR8CEI2IXXY/Screen+Shot+2021-03-29+at+3.46.04+PM.png CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617040801443-Y30TFKWNC4UTGQ0DITMT/Cycle+Gan+Model.jpg CycleGAN https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617045405120-8FLEMZWDJ3YCRSCB85FR/5_CycleGAN_cycleconsistencyloss_100000b.jpg CycleGAN 100,000 Iterations // Cycle-Consistency Loss A final approx. 6 hour training session that ran through 100,000 iterations was carried out. Cycle-consistency loss was applied and the best results were achieved. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617031443851-AB6O5LBDA4O53W7U3Z33/1_DCGAN_Basic_100.jpg CycleGAN 100 Epochs // No Image Augmentation Not augmenting the images within the training set leads to increased generator and discriminator loss fluctuations and overall training instability. As there is less image data to train on, the model runs the risk of mode collapse and over fitting. http://www.michaelhasey.com/-publication daily 0.75 2021-04-12 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617639675139-IRFZYQQ0ORAPYZD8PDLS/black.jpg + Publication https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617640684914-92EFR0G6HEEYJ9LJTGN4/book_archi_base.jpg + Publication ARCHI-BASE: Automated Construction of Architectural Imagery for Deep Neural Networks Year: 2021 Authors: Michael Hasey, Sage Elliott, Jinmo Rhee Conference: CAADFutures 2021 (submitted) https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617641038049-EUA8C9AU3L374BEOSU46/black.jpg + Publication https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617641123366-JV9NBZEZ83A6E2Y1XJW1/book_thumb.jpg + Publication Architecture Portfolio Year: 2020 Authors: Michael Hasey Content: Academic & professional Architectural design https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617639845853-YV39Z4CZEBJMBAVJUAJQ/book_gan.jpg + Publication GAN-ITECTURE Year: 2019 Authors: Michael Hasey, Sage Elliott Type: white paper, unpublished https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617639695884-6PJQRAQ0LV9T5ELTL6SN/black.jpg + Publication https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1617641154794-ZZU3NWUALA1319D2QA00/book_maasai.jpg + Publication The Maasai Knowledge Exchange Year: 2015 Authors: Michael Hasey Content: M. 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https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1621480547423-Y4Z9WI1FPGAEEHYXIE51/Screen+Shot+2021-05-19+at+11.14.52+PM.png controlling_gans https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1621554873964-8P94VBOXMHX6FVUYQSJ3/ezgif.com-gif-maker+%282%29.gif controlling_gans - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1621486404378-SZ6P7FROEBDWIOAEV6GB/Screen+Shot+2021-05-20+at+12.53.01+AM.png controlling_gans https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1621550762610-B5NR20I4A8WCKOK22AUF/Screen+Shot+2021-05-20+at+6.45.35+PM.png controlling_gans - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1621482509582-95ZQUXR26A180NKWVTKC/Screen+Shot+2021-05-19+at+11.36.19+PM.png controlling_gans - Make it stand out Whatever it is, the way you tell your story online can make all the difference. http://www.michaelhasey.com/github-images-2 daily 0.75 2021-08-28 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1630092775498-07FLTO7GZ0ZD8K631O1S/grasshopper.gif GITHUB IMAGES 2 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1630095274116-WGJXAOEK6303460P4B92/extracted_buildings2.png GITHUB IMAGES 2 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1630091709305-6WMAFY3D59SG8Z0H3PV2/grasshopper_model.png GITHUB IMAGES 2 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1630091379122-7IAN1XV3U2DTHC5427JL/montreal_city_model.jpg GITHUB IMAGES 2 http://www.michaelhasey.com/3d-building-segmentation daily 0.75 2022-01-02 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/226fa90c-96dd-4250-a9a1-f9bc03790012/banner_3.jpg 3D Building Segmentation - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/2d6569d4-f007-4d29-9bac-c188341aef55/Banner_Final_1.jpg 3D Building Segmentation - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/2c81f3f8-2357-471c-829e-42a3c357953f/examples.png 3D Building Segmentation - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/a5800ae5-6b43-45c8-863a-a7468a80388c/class_predict_1+%281%29.png 3D Building Segmentation - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/54d9aea2-eb4c-4823-ad30-e640e1d1e525/class_predict_2+%281%29.png 3D Building Segmentation - Make it stand out Whatever it is, the way you tell your story online can make all the difference. http://www.michaelhasey.com/neural-network-from-scratch daily 0.75 2022-11-29 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/54137b26-929c-4694-a908-7fc41da6224c/nn_diagram_l3.jpg Neural Network From Scratch - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/f391a3f4-2728-4fef-8a22-930e49f89a08/test.png Neural Network From Scratch - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/2945d5ba-744c-4dfd-83db-e8448eb41f7a/nn_diagram_l1.jpg Neural Network From Scratch - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/af1a8320-a379-40d1-b7c6-3d24d4961e6c/data.png Neural Network From Scratch https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/6d7c270a-6f46-42c7-8d0b-8add60e71248/nn_diagram.jpg Neural Network From Scratch - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/8557b4d2-6d6b-4479-8431-737cddeb729e/nn_diagram_l2.jpg Neural Network From Scratch - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/705b5d0f-e4ab-4eb7-8a2e-f0222bd2435b/Objective+Function.png Neural Network From Scratch https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/d3383aa3-c94e-464c-b445-79687d6636a5/training.jpg Neural Network From Scratch https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/b3e92e51-ed61-4c4e-b4f8-4687a65e10ab/neural_network.jpg Neural Network From Scratch https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/02379ee9-76a8-4c2f-9570-640b4d0c65c2/forward+backward.png Neural Network From Scratch http://www.michaelhasey.com/publication-deep-vernacular daily 0.75 2022-12-14 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/d2ee3832-3a6e-4e5d-96ae-28735cf35f67/spread_13.jpg Publication_Deep_Vernacular - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/67f992c4-8e5d-48a8-aa81-aa6ba4d20b49/spread_8.jpg Publication_Deep_Vernacular - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/8145ff01-127b-47f9-9282-61305341646c/spread_7.jpg Publication_Deep_Vernacular - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/4841d1bf-986e-4587-9714-d5f17298a34b/spread_12.jpg Publication_Deep_Vernacular - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/2da04ab4-d823-4fba-bcb4-779fe0815625/spread_6.jpg Publication_Deep_Vernacular - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/71103542-6fb9-4b62-9e3a-3a301809b056/book_cover.jpg Publication_Deep_Vernacular https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/6599adbb-6cb9-498c-bf3d-c52d5c7d5314/spread_9.jpg Publication_Deep_Vernacular - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/3d8e47f1-2556-40b7-bf05-4ba2516f0e89/spread_5.jpg Publication_Deep_Vernacular https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/2436b57b-1d72-44d8-87a5-7549105b7f7b/spread_10.jpg Publication_Deep_Vernacular https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/03c6ee3f-2128-4b18-9ccf-1a9866a2f0d9/spread_1.jpg Publication_Deep_Vernacular http://www.michaelhasey.com/deep-vernacular-summary daily 0.75 2023-01-18 https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/24493379-2194-47fc-ba2b-7813dd57aebb/augment_spread.jpg Deep Vernacular - Summary - Make it stand out Augumenting the dataset from 313 to 5,627 churches in order to adequately train our VAE model. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/b1cc6396-adfa-4a72-b4c8-21ada487b1c7/micro_valley.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/7710fcc8-a784-4ce8-9fea-dfbdb944d4aa/evaluation_1_2.jpg Deep Vernacular - Summary - Make it stand out Diagram showing the analysis of a micro cluster using method 1 (left side - form comparison) and method 2 (right side - geographic distribution comparison) https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669593139553-19YC9F20Q3NCT5BVV9QQ/Screen+Shot+2022-11-27+at+6.36.54+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669593131281-BEFAB1MDE5O7C9EBPJ8Z/Screen+Shot+2022-11-27+at+6.37.27+PM.png Deep Vernacular - Summary - Primary Cluster 2 Cluster 2 contained 63 churches. The most noticeable architecture element within this group is the 3 pyramidal or sometimes dome towers with the middle one the highest, strongly indicative of the Boyko school of folk architecture. The typical form centroid of this cluster reveals a classic-style Boyko church with three tall towers surrounded by multiple tiers of decreasing sized zaloms, or rings of narrow roof overhangs that continue up the height of the tower. we can observe that the churches are in highest concentrations within the Boyko region as well as neighboring regions such as the Przemsyl, Lemko, and Pre-Carpathian Podnistrovska regions. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669593130551-194F0WZN6RPU68L6IVWE/Screen+Shot+2022-11-27+at+6.37.10+PM.png Deep Vernacular - Summary - Primary Cluster 1 Primary cluster 1 contained 65 churches. A single tower that emerges from the roof of the narthex, or entry space of the church was the most noticeable morphological trait. By finding the least typical outlier point, we can see that the tower is much narrower and is set slightly back from the front. By plotting the churches back to their geographic position (Figure 138), we can observe that the churches fall into three general zones; being the Lemko, Transcarpathia, and Boyko regions. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669595351831-EGKV8O311EQIYGE82QBD/Screen+Shot+2022-11-27+at+7.15.52+PM.png Deep Vernacular - Summary - Medium Cluster 0 This cluster contains 17 churches. All churches share nearly identical formal characteristics and are difficult to tell apart if referring to morphology alone . The centroid church represented in the cluster seems to be slightly larger than the other churches within the cluster and contains a two stepped hip roof configuration where the smaller rear roof over the sanctuary is smaller. Plotting these churches back to geographic space, however, reveals that they fall within both the Lemko and Transcarpa- thian zones, suggesting that these two regions may share sub-styles with quite similar morphology. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669595352256-DPI7TAVNHT07J7ZW6I9U/Screen+Shot+2022-11-27+at+7.16.35+PM.png Deep Vernacular - Summary - Medium Cluster 14 This cluster contains 13 churches. They showcase the classic three stepped tower configuration with linear tripartite plan configuration of the Classic lemko style. After reference to existing research [25], it was discovered that this sub-cluster seemed to contain morphological elements characteristics of multiple Lemko sub-styles including the Late and North (low towers) sub-styles. After plotting this cluster to geographic space, we can see that indeed, these churches all come from the Lemko zone and seem to be locate in the North central and Northeast areas, which is where these sub-styles are located. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/838d837b-29c3-4cab-b723-4ab371043084/dv_3d_cluster.gif Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/3780bc9d-eaf3-48ca-897a-5ee3e833aeec/micro_1.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/418d109c-33fe-4c9b-ae6d-d0a8a1c37e99/tripartite.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/e004eb35-3538-4cb8-a800-c176d3096a14/Screen+Shot+2022-11-27+at+11.03.36+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669587009137-14LIEGPPYPDEPRTPB9QB/Screen+Shot+2022-11-27+at+5.06.03+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669587010466-DLMDERK2FTCOWTP575LA/Screen+Shot+2022-11-27+at+5.06.12+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669587012906-SUUIEN4SBQO1DGY6KDQB/Screen+Shot+2022-11-27+at+5.06.20+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/f3df96fb-4e6f-4ebe-9a58-74730ba15899/Screen+Shot+2022-11-27+at+11.04.13+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/5b708581-a4b3-41bf-a904-f76df75d2d7a/micro_3.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/88f2f577-f26e-412f-947e-f65d11e95929/banner_2.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662370714-U1PA4ZSSCGE47IMZQXEC/Screen+Shot+2022-11-28+at+2.01.24+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669663080528-SQIW9UG3BI1P2TRX7USJ/com-gif-maker-4--unscreen.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662358289-6HF421H3SDIHAAJL2EHT/Screen+Shot+2022-11-28+at+2.02.03+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669664018489-JAYH099KSKASYXSZ3IWX/com-gif-maker-1--unscreen+%281%29.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662365607-BJ1EQS7ZTH9GYR3PZXUA/Screen+Shot+2022-11-28+at+2.01.36+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669664273324-QGD2RV9ZMXNHTB5GWOA9/this-unscreen.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662362194-6HPKG6ELWHA75MF7PX8F/Screen+Shot+2022-11-28+at+2.01.57+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669663918658-T1A0PDIAF3M2W538KHRR/com-gif-maker-3--unscreen+%281%29.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662776879-DVPXX0OWH558MGD9WRSK/lemk_classic.jpg Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669663065184-PDWAI2FJD39Z50P1PI5B/com-gif-maker-7--unscreen.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662358021-PDK3TNLRXO3V3O5HU4FL/Screen+Shot+2022-11-28+at+2.02.11+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669663091834-L2K8LM9NIUKDUOVJUS4Y/com-gif-maker-2--unscreen.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662777077-G5EVHA3YPALQU3GD97DQ/trans_2.jpg Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669663059333-J9ZVET8MCMBY2GFBRCYF/com-gif-maker-9--unscreen.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662365316-GFAQ2QRKPAYPMIBKPPZI/Screen+Shot+2022-11-28+at+2.01.44+PM.png Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669663065804-UNV2EHJZPJHLKEMCU9LO/com-gif-maker-6--unscreen.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669662777547-VNXJVP2IXUCCVF1LSKUI/lemk_unique.jpg Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669663059082-3JU3VMTOBQRZENSJF6J9/com-gif-maker-8--unscreen.gif Deep Vernacular - Summary https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/e5e4cc27-88b0-405a-8f45-5d6225ad3662/Screen+Shot+2022-11-27+at+10.38.44+AM.png Deep Vernacular - Summary - Step 1: Finding Church Images The wooden churches used in this research reside within the mountainous, foothill and water-shed region of the Carpathian Mountain region of Central Europe. In order to build the dataset, digital images of over 500 churches were manually searched for and collected over a one month period. In total, over 10,000 images were collected, representing 515 unique churches from the central Carpathian Mountain region showcasing a wide range of distinct styles and sub-styles. Images were acquired from a number of online resoures, including, but not limited to, Google Earth, various academics and domain experts, various blogs, and multiple image repositories that specialize in historic architecture of this region. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/2a9206b8-983d-4c81-b03e-0e4eeabf2277/Screen+Shot+2022-11-27+at+11.04.05+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/36e52773-0a38-4dfc-bd94-dc83214e96a4/Screen+Shot+2022-11-27+at+12.23.51+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/639b2a57-e583-4b01-9213-2ee849af4006/3_churches.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/04c631a1-e550-477f-b2d2-a8feede31670/legend.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/5e336748-a91d-48e4-aaa1-fde4235c4695/latent_2d_intro.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/70d69cb7-2f63-44e7-b83a-65d57b2fff51/additions.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1723a8c2-ace3-4f32-b216-5591b290cc0c/micro_2.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/c79164f1-81f2-4b75-a91f-1dbf6cdc8bb5/Screen+Shot+2022-12-15+at+3.33.09+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/4f38e2b9-b328-4075-adb4-3d01362080bd/meta_data.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/56afc34f-ea1e-45a7-8e73-d1c3b8de114f/Screen+Shot+2022-11-27+at+3.45.01+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/8ab02345-2bea-460e-b9f3-c0e7589fa96f/Screen+Shot+2022-11-27+at+4.03.34+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/a9ec9dac-1b87-496a-bc2a-df7deb70561d/com-gif-maker-3--unscreen+%281%29.gif Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/bffd8e82-1cfb-4ea8-8cf4-2e946c3fbf41/Screen+Shot+2022-11-27+at+11.03.49+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/c69e63ad-4b20-4a4f-9f8d-465515132d5b/3_clusters.jpg Deep Vernacular - Summary - Make it stand out Clustering latent space according to loose, large-sized clusters (left), medium-sized clusters (middle), and small tightly-grouped clusters (right). Gray points represent churches with outlier forms that cannot be easily grouped due to insufficient numbers of similar examples, or by less frequently, geometric distortions due to reconstruction errors. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/ad7e3eb5-d2d1-485c-8281-3bd72c4fe5e5/lots_images.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/0aec1c51-a78d-458d-bf6e-b92d000ced4f/boyko_augment.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/00ffe257-73b8-4186-8ec7-0bfd39cc4ce1/method_3.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/f8dc538e-61f0-4452-b4f2-a5ee2f3ee612/street_view.jpg Deep Vernacular - Summary - Make it stand out Worldwide Google Street view coverage as of 2019. Over 220 billion images as of 2022. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/49af53da-9ab5-4438-86cd-c289b3c8bd4a/Screen+Shot+2022-11-29+at+11.15.20+PM.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/7826edcd-d0cc-470e-931d-c34a1dcb888a/messy.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/de22b0f3-30be-43b4-b66f-68b90dfd9dcc/dataset_process.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669782283392-ZZKPEJBZOZ9OH9N5GCWF/Screen+Shot+2022-11-29+at+11.24.06+PM.png Deep Vernacular - Summary - Transcarpathian Style The primary morphological features of Transcarpathian school churches can be distinguished by the emphasis of a single tower of varying heights over the narthex of the church. Followed by a single or two stepped gable roof that covers the remaining spaces of these tripartite-planned church https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669782283438-ZDYTXAPJG6OI26SF7W2O/Screen+Shot+2022-11-29+at+11.23.51+PM.png Deep Vernacular - Summary - Hutsul Style Differing from all other styles, churches built in the Hutsul school, which are primarily located in the Southern Ivano-Frankivs’k of Ukraine, incorporate the Greek-style cruciform rather than tripartite plan configuration. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669782291702-LATU3YBZ6P6AKG6IBWVK/Screen+Shot+2022-11-29+at+11.23.36+PM.png Deep Vernacular - Summary - Lemko Style Churches built in the Lemko School incorporate the linear tripartite plan and three-tower configuration. However Lemko towers sequentially decrease in height from front to back. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/1669782291950-AM6Y3CFTCAKDBC5QY76C/Screen+Shot+2022-11-29+at+11.23.16+PM.png Deep Vernacular - Summary - Boyko Style The Boyko school of folk architecture construction located in the North Carpathian region of Ukraine and Southern Poland is defined by the use of a linear tripartite plan of stacked log construction, topped by three multi-tiered roofs that can either be in pyramid or dome like in shape. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/b54f5574-0a2d-47bb-9589-2b69eae489dc/Process.png Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/748e2168-91b5-47f1-a987-5b1c138aec46/training.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/c9496ad2-6d35-4f22-8905-0ecf53df4284/geo.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/18496d02-3960-4b0d-8b74-c0c86afb66eb/border.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/2b5ebbf0-3a81-4b05-a27b-9060444e90a2/full_dataset.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/da7f9020-680a-4d73-b905-8cc7ecce2ea6/roof.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/087eff74-53e7-4c47-a208-32c76d0f10d0/ground_truth.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/b564d9cd-30db-4d8a-834d-9e2e99664101/micro_river.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/15fc4c92-7319-44d8-acda-b8dd56013d7b/dataset_spread.jpg Deep Vernacular - Summary - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/557f412fe4b045a546d01308/a18d7a8d-a6d4-401f-a641-06e434aa179a/moosavi_view.jpg Deep Vernacular - Summary - Make it stand out 1 million cities color coded according to similar urban layout (informed by road network configurations)