A.I. Research // CMU Graduate Thesis
DEEP VERNACULAR - OVERVIEW
Analyzing 300 3D Wooden Church Forms Using Deep Learning
type: Unsupervised Learning, 3D Dataset Creation, 3D Form Analysis
year: 2022
school: Carnegie Mellon University
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
A.I. Research // 2D & 3D Object Detection, Classification, & Segmentation
IMAGE CLASSIFICATION NEURAL NETS FROM SCRATCH
algorithms: Single Hidden Layer Neural Network using Adagrad
year: 2021
type: machine learning, image classification
ARCHITECTURAL FEATURE DETECTION IN REAL-TIME
algorithms: YoloV3, SixGill
year: 2020
type: object-detection tool
3D BUILDING SEGMENTATION USING DEEP LEARNING
algorithms: PointNET
year: 2021
type: 3d semantic segmentation & classification
DETECTING ILLEGAL VILLAGE BURNS IN KENYA USING A.I.
algorithms: YOLO V3 object detection models, Fast.ai
year: 2020
type: software application
BUILD LARGE ARCHITECTURAL IMAGE DATASETS USING A.I.
algorithms: Resnet-32 image classifiers, Fast.ai
year: 2020
type: software application
A.I. Research // 2-D Image Synthesis, Control & Manipulation
IMAGE SYNTHESIS CONTROL
algorithms: Vanilla GAN, CycleGAN, StyleGAN2
year: 2021
type: Image synthesis experiment
CYCLEGAN: AN IMAGE TO IMAGE TRANSLATION TOOL
algorithms: DCGAN, CycleGAN
year: 2021
type: computer vision , computer graphics
NEURAL STYLE TRANSFER
algorithms: Style Transfer Algorithms
year: 2021
type: computer vision tool
AUTOMATED IMAGE BLENDING ALGORITHM
algorithms: Gradient Domain Fusion, Poisson Blending
year: 2021
type: computer vision , computer graphics
AUTOMATED PHOTO COLORIZATION ALGORITHM
algorithms: SSN, NCC, Image Pyramids
year: 2021
type: computer vision tool
MASS TRANSFER: SYNTHESIZING BRUTALIST STYLE ARCHITECTURAL IMAGERY WITH DEEP NEURAL NETWORKS
algorithms: Intro Variational Auto Encoders (IntroVAE)
year: 2020
type: Image synthesis experiment
NEURAL STYLE TRANSFER // THE BUILDING
algorithms: neural style transfer (CNN), Fast.ai
year: 2020
type: research
NEURAL STYLE TRANSFER // THE CITY
algorithms: neural style transfer (CNN), Fast.ai
year: 2020
type: research
A.I. GENERATED ARCHITECTURE
algorithms: GANs ( generative adversarial networks)
year: 2019
type: research
A.I. GENERATED INTERIORS
algorithms: GANs (generative adversarial networks)
year: 2019
type: research
A.I. Research // Writing
ARCHI-BASE: AUTOMATED DATASET CONSTRUCTION OF ARCHITECTURAL IMAGERY FOR DEEP NEURAL NETWORKS
year: 2021
type: White Paper
GAN-ITECTURE
year: 2020
type: White Paper
A CRITICAL GUIDE
year: 2020
type: blog post
Architectural Design // Professional
THE ARRIVAL
type: hospitality
location: Mandarina - A One & Only Resort, Nayarit, Mexico
office: Studio Rick Joy
CARAO RESTAURANT
type: hospitality
location: Mandarina - A One & Only Resort, Nayarit, Mexico
office: Studio Rick Joy
MAJAHUA BEACH CLUB
type: hospitality
location: Mandarina - A One & Only Resort, Nayarit, Mexico
office: Studio Rick Joy
AMBERGLEN // CLT CONSTRUCTION
type: multi-family
location: Portland, USA
office: Katerra
FORT APACHE // MODULAR DESIGN
type: multi-family
location: Las Vegas, USA
office: Katerra
ADVANCED CONSTRUCTION R&D
type: R&D
location: Seattle, USA
office: Katerra
HUMEWOOD RESIDENCE
type: residential
location: Toronto, Canada
office: nkA Architects
type: residential
location: Los Angeles, USA
office: XTEN Architecture
type: public
location: Montreal, Canada
office: Raw Design
type: public
location: Winnipeg, Canada
office: Acconci Studio
Architectural Design // Academic
type: community
location: Loodariak, Kenya
school: McGill University
type: community
location: Loodariak, Kenya
school: McGill University
type: community
location: Loodariak, Kenya
school: McGill University
type: cultural
location: Rome, Italy
school: University of Waterloo
type: multi-family
location: Shanghai, China
school: McGill University
type: religious
location: Cambridge, Canada
school: University of Waterloo
type: master planning
location: Toronto, Canada
school: University of Waterloo
Design Objects
medium: concrete
medium: plexiglass, digital
medium: digital projection
medium: digital
About
© Copyright Michael Hasey 2020