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    • Volume 19
      • Inquiries (Vol 19)
        • Collective Innovation Spaces in Shanghai: Location Choice and Implications for the Built Environment
        • Reclaim City’s Right Through Urban Protest: A Triumph over Ecocidal Planning at CRB Area, Chattogram, Bangladesh
        • Urban Water Retention Measures:A Prospective Study on Shamasundori Canal, Rangpur
      • Explorations (Vol. 19)
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        • A spatio-visual dilemma? Urban Visualization Annotations for Inclusive City Visions
        • Exploring Visual Justice in the Design Language of Urban Environments Using AI
      • Photo Essay (Vol. 19)
        • Realizing the Urban Regeneration and Cultural Diversity through the Exploration of Streets at Kreuzberg, Berlin
        • Inside El Salvador, San Miguel CENTRO URBANO DE BIENESTAR Y OPORTUNIDADES (CUBO)
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    • Volume 18
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        • Article 1: Deciphering the Drivers of Informal Urbanization by Ghana’s Urban Poor Through the Lens of the Push-Pull Theory
        • Article 2: ‘Planning Ambassadors’ as Insurgent Spatial Actors: Women and the Re-Territorialization of the Public Escalators in Medellín, Colombia
        • Article 3: Performance Evaluation of A Public Transportation System: Analyzing the Case of Dhaka, Bangladesh
        • Article 4: Starring The Treasures and Trauma in Home-Based Enterprises: Towards A Rethink by Urban Planners
      • Explorations (Vol. 18)
        • Exploration 1: Missing Middle Math: Making ‘Missing Middle’ Housing Work
        • Exploration 2: Twelfth ride: A Saturday Morning Driving for Uber in Cincinnati
        • Exploration 3: The Invention of Abandonment and the Rescue of a Neighborhood: A Tiny Glance to Franklin’s Sanitas Building, in Santiago de Chile
    • Volume 17
      • Inquiries (Vol.17)
        • Article 1: Community Revitalization Standards and the Low Income Housing Tax Credit Program in the State of Texas
        • Article 2: Transregional Communities and the Regional Economy: A Case Study of Development in the Chaoshan Region, China
        • Article 3: Subsidized Rental Housing in the United States: What We Know and What We Need to Learn in Three Themes
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        • Book Review 1: Planning’s New Materialist Turn? A Review of Planning for a Material World
        • Book Review 2: An Injury to One is an Injury to All: A Review of the Wobbles and The Industrial Workers of the World: Its First Hundred Years
        • Book Review 3: The Smart Way Forward: A Review of Smart Cities: A Spatialised Intelligence
    • Volume 16
      • Inquires (Vol 16)
        • Article 1: The Naked Practitioner: Participatory Community Development in Peri-Urban Mexico
        • Article 2: Skopje, Macedonia, 1965 to 2014: In Search of a Modern European Capital
        • Article 3: Preparing Planners for Economic Decline and Population Loss: An Assessment of North American Planning Curricula
        • Article 4: Development and Displacement: Single Family Home Demolitions in Central East Austin, 2007 to 2014
        • Article 5: Imagining Austin: Political Economy and the Austin Comprehensive Plan
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        • Exploration 1: Piñata Power: Reflections on Race, Love, and Planning
        • Explorations 2: A Reflection on Exploratory Research in Pointe-Saint-Charles
        • Explorations 3: The Neighborhood and the Park: Drumul Taberei, Bucharest
        • Explorations 4: A Case for Regional Planning in Energy Access Delivery
        • Explorations 5: Marketing Magic: The Tourism Ministry’s Pueblos Mágicos Program and Historical Preservation in Mexico
        • Explorations 6: The Spectacularization of Urban Development on the Las Vegas Strip
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05/15/2024, Filed Under: Lead Story

Exploring Visual Justice in the Design Language of Urban Environments Using AI

Siddharth Sivakumar


A Language is formed when there are two basic constituents – a Lexicon and a Syntax.  While the syntax of architectural design is well established through decades of professional practice in the post-war era, the vocabulary of design suffers from a plethora of choices magnified by the excesses accorded by the digital landscape. Clients and designers are motivated by personal tastes and compulsions which have in most cases engendered an incoherence in the urban landscape. For instance, A charming old pre-war neighborhood might find a neo-modernist structure in its midst that breaks the visual landscape. The appeal of several tourist destinations such as Savannah, Georgia, or Florence, Italy lies in their ability to project a unified visual image of the city. Redevelopment in the 60’s has regrettably rendered many such areas void. While it can be argued that greater choice in design choices supports creative expression and individualism, visual coherence in urban design language is an absolute necessity to prevent “placelessness” and deterioration of ‘neighborhood character”.  Design practice focused on equity must also consider the visual environment.  Codes and Zoning are evolving to address these issues, but this can come at the cost of an existing character. This essay seeks to explore a new method to understand what may converge and then subsequently diverge to form distinct identities.

Two streets are selected to understand how different neighborhood characters may evolve – 21st Street in Midtown Sacramento, California (Figure.1) and Hirsch Street in Home Park, Midtown, Atlanta, Georgia (Figure.2). Several Buildings in each street are selected by conducting a walking audit and a deconstruction of their visual characteristics undertaken using standard architectural lexicon.

Figure 1: Mid Town Sacramento CA
Figure 2: Mid Town Atlanta GA

These are then used as rules in an architectural design exercise. To understand the potential of such an endeavor, the “Mid Journey” AI is used as an impartial objective judge in determining a conceptual output.

Mid Journey is a proprietary Artificial Intelligence program that creates visual outputs from textual prompts and descriptions and is currently in the open beta phase. As such it provides an excellent use case for considering the translation of visual zoning codes found usually in the form of textual descriptions into unbiased architectural design concepts mirroring the building design process.

The Atlanta buildings present the following selected elements – red brick, extended front porches, and white window trims amongst others. These were selected since they were uniquely different elements as compared to the Sacramento buildings. The Sacramento buildings in the style of classic suburban American homes present colored wood sidings, brown shingled sloped roofs, and white window trims amongst other elements.

Figure 3: Potential New Development in Home Park, Mid Town, Atlanta

Therefore, a Hypothetical New Development in Midtown Sacramento (Figure.5) differs significantly in output from a potential new development in Home Park, Midtown Atlanta (Figure.3) based on the selection of façade elements from existing buildings in the neighborhoods to create a diverging urban character. It is interesting to note that this hypothetical development closely mirrors the design language of the oldest preserved buildings in the adjoining Georgia Institute of Technology campus. The building highlighted below is the 1928 Crum & Forster Building (Figure 4) designed by the Architects who helped establish the Architectural Program at the school. It lends credence to the possibility of the architects of these buildings originally considering the historical Renaissance façade and urban character of the area during the construction of these houses.

Figure 4: 1928 Crum & Forster Building
Figure 5: Hypothetical New Development in Midtown Sacramento

The architectural combination that is subsequently produced is interesting and shows that existing neighborhood characteristics can be used to include “visual guidelines” in zoning and other unified development codes. We find further refinement with every subsequent redevelopment can assist in the creation of neighborhoods with a coherent and unified urban facade landscape and more importantly an identity. 

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    • Volume 19
      • Inquiries (Vol 19)
        • Collective Innovation Spaces in Shanghai: Location Choice and Implications for the Built Environment
        • Reclaim City’s Right Through Urban Protest: A Triumph over Ecocidal Planning at CRB Area, Chattogram, Bangladesh
        • Urban Water Retention Measures:A Prospective Study on Shamasundori Canal, Rangpur
      • Explorations (Vol. 19)
        • On Play, Democracy and Planning: A Conversation
        • A spatio-visual dilemma? Urban Visualization Annotations for Inclusive City Visions
        • Exploring Visual Justice in the Design Language of Urban Environments Using AI
      • Photo Essay (Vol. 19)
        • Realizing the Urban Regeneration and Cultural Diversity through the Exploration of Streets at Kreuzberg, Berlin
        • Inside El Salvador, San Miguel CENTRO URBANO DE BIENESTAR Y OPORTUNIDADES (CUBO)
      • Book Review (Vol. 19)
        • Planning as Fungi do: A review of Entangled Life: How Fungi Make our Worlds, Change our Minds and Shape our Futures
    • Volume 18
      • Inquires (Vol. 18)
        • Article 1: Deciphering the Drivers of Informal Urbanization by Ghana’s Urban Poor Through the Lens of the Push-Pull Theory
        • Article 2: ‘Planning Ambassadors’ as Insurgent Spatial Actors: Women and the Re-Territorialization of the Public Escalators in Medellín, Colombia
        • Article 3: Performance Evaluation of A Public Transportation System: Analyzing the Case of Dhaka, Bangladesh
        • Article 4: Starring The Treasures and Trauma in Home-Based Enterprises: Towards A Rethink by Urban Planners
      • Explorations (Vol. 18)
        • Exploration 1: Missing Middle Math: Making ‘Missing Middle’ Housing Work
        • Exploration 2: Twelfth ride: A Saturday Morning Driving for Uber in Cincinnati
        • Exploration 3: The Invention of Abandonment and the Rescue of a Neighborhood: A Tiny Glance to Franklin’s Sanitas Building, in Santiago de Chile
    • Volume 17
      • Inquiries (Vol.17)
        • Article 1: Community Revitalization Standards and the Low Income Housing Tax Credit Program in the State of Texas
        • Article 2: Transregional Communities and the Regional Economy: A Case Study of Development in the Chaoshan Region, China
        • Article 3: Subsidized Rental Housing in the United States: What We Know and What We Need to Learn in Three Themes
      • Photo Essay (Vol.17)
      • Special Feature (Vol.17)
      • Book Reviews (Vol.17)
        • Book Review 1: Planning’s New Materialist Turn? A Review of Planning for a Material World
        • Book Review 2: An Injury to One is an Injury to All: A Review of the Wobbles and The Industrial Workers of the World: Its First Hundred Years
        • Book Review 3: The Smart Way Forward: A Review of Smart Cities: A Spatialised Intelligence
    • Volume 16
      • Inquires (Vol 16)
        • Article 1: The Naked Practitioner: Participatory Community Development in Peri-Urban Mexico
        • Article 2: Skopje, Macedonia, 1965 to 2014: In Search of a Modern European Capital
        • Article 3: Preparing Planners for Economic Decline and Population Loss: An Assessment of North American Planning Curricula
        • Article 4: Development and Displacement: Single Family Home Demolitions in Central East Austin, 2007 to 2014
        • Article 5: Imagining Austin: Political Economy and the Austin Comprehensive Plan
      • Explorations (Vol 16)
        • Exploration 1: Piñata Power: Reflections on Race, Love, and Planning
        • Explorations 2: A Reflection on Exploratory Research in Pointe-Saint-Charles
        • Explorations 3: The Neighborhood and the Park: Drumul Taberei, Bucharest
        • Explorations 4: A Case for Regional Planning in Energy Access Delivery
        • Explorations 5: Marketing Magic: The Tourism Ministry’s Pueblos Mágicos Program and Historical Preservation in Mexico
        • Explorations 6: The Spectacularization of Urban Development on the Las Vegas Strip
      • Appendix (Vol 16)
    • Volume 13-14
      • Point/Counterpoint (Vol 14-15)
        • P/C 1: Sustainable Communities and Energy Policy in America
        • P/C 2: Infrastructure in the U.S.
      • Articles (Vol 14-15)
        • Article 1: Coding Social Values into the Built Environment
        • Article 2: A History of Urban Renewal in San Antonio
        • Article 3: Access to the Agenda: Local housing politics in a weak state context
        • Article 4: Service Learning Through a Community-University Partnership
        • Article 5: GIS Technology & Community and Public Participation: Using GIS in community development work in Santo Domingo
        • Article 6: Transportation Barriers of the Women of Pudahuel, Santiago
        • Article 7: Large-Scale Transport Planning and Environmental Impacts: Lessons from the European Union
      • Perspectives (Vol 14-15)
        • Perspective 1: Crisis Management in Public Administration
        • Perspective 2: Planning for Pollution: How Planner’s Could Play a Role in Reforming the EPA’s New Source Review Program
      • Photo Essay (Vol 14-15)
      • Book Reviews (Vol 14-15)
        • Book Review 1: Zoned Out
        • Book Review 2: Planet of Slums
        • Book Review 3: Large Parks
        • Book Review 4: Road, River and Ol’ Boy Politics: A Texas County’s Path from Farm to Supersuburb
    • Volume 12
    • Volume 11
    • Volume 10
    • Volume 09
    • Volume 08
    • Volume 06
    • Volume 04-05
    • Volume 03
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