1 of 29

Data Art

Data and Publics

Conceptual Project

Swapna Joshi

2 of 29

My personal experience with trees and seasons

In NYC

I am fascinated by the different seasons and the gorgeous colors vibrantly encoring the end of summer as the trees put themselves to bed for the long sleep of winter.

The lifecycle that a tree goes through when it goes through the fall , spring cycles is beautiful.

The science that goes behind the changing of leaves is also very fascinating.

Eg: Chlorophyll is not the only player in the fall leaf color game. Present in other leaves and trees are the compounds known as Carotenoids and Anthocyanins. As the Fall days begin to get shorter and shorter, the production of Chlorophyll slows to a halt, eventually giving way to the ‘true’ color of the leaf.

I have shared a few pictures that I have taken during the past year in different seasons on the next slide

3 of 29

4 of 29

Current Tools

I tried to look at the current tools that help travelers better time their trips to have the best opportunity of catching peak color for trees in a particular area

5 of 29

Current Tools

6 of 29

7 of 29

Thoughts on creating an Augmented Reality Experience

Get a reference of the real world

The renderings seen would be real like

Avoid looking at the map but the actual location

The power of being in a physical space yet experience the wonders of another augmented world which adds to your experience

Away from the static representation of maps

Experience the visual element of trees in seasons in realtime

8 of 29

Possible Renders of Trees in AR - Project of an unknown artist

9 of 29

AR Project by Jim Cantore

Jim Cantore loves trees so much he grew one in the AMHQ studio! Watch as he explains how leaves change color in the Fall in 3D Augmented Reality.

10 of 29

Project concept

This experience will encourage people to go out into the nature and know more about the species of trees and different seasons. This will bridge the gap between different species of trees and people’s knowledge on trees.

I want to create an experience of viewing the annual progressive changing of the leaves in different seasons in realtime.

My personal experience of collecting photographs and viewing them repeatedly could be replaced with this experience.

You can relive the memory of experiencing a season in the past or future.

11 of 29

Inspirational Imagery

12 of 29

Built a Quick Prototype using AR

AR Marker: Plant Image

Using Vuforia in Unity to Augment the Plant

The app recognizes the marker and augments it with coloured leaves

13 of 29

User Scenario 1 :�WSQ park - I want to know about how the tree looks like in different seasons � I want to see when the trees will change their color - point my phone at a tree - see the entire lifecycle - by interacting with the spinner or slider - option of getting extra information. By tapping on different options which appear if the user wants to spend more time in knowing about the seasons��The user can point at a whole row of trees or a single tree - whatever fits in the camera’s range��User Scenario 2 - A person is at home wants to know about which places to visit in the smoky mountains - � What all can the user select - a specific tree ,�choose a place - �1. map? Might not be the best option as you only see the rough scenario of the colors could be an option -�2. Choose a park, a specific area inside the park - areas and then apply see the actual photographic images and play around with the color slider to check the results� ���

14 of 29

Medium: Photoshop Mockups

A simple slider to experience another season after pointing the camera at a tree or a row of trees.

15 of 29

Click on experience a season

to change the current season

Slider appears - to change the season

16 of 29

Fall

Winter

17 of 29

Close the slider - go back to camera

Summer

18 of 29

Simulating the simple Interaction using Photoshop

GIF - (has some error while playing in the presentation please download from the link) https://drive.google.com/file/d/1jsE7OORMTEZdJsM7b63WRXkGiKNuvVnC/view?usp=sharing

19 of 29

Implementation -

of the concept

Figuring out the shape of the tree?

Can AR kit detect objects such as tree?

Core ML?

Getting the data set as API’s into Unity?

Will recognizing the tree species help?

I started looking at various data sets and talked to a lot of ITP classmates -Shivanku, Roy, Anastasis and professors - Rui to figure out the workflow to implement this concept.

20 of 29

Data source Google Maps

(figured that this data source might not work)

21 of 29

Mapbox.com (figured that this data source might not work)

22 of 29

Final Workflow after Research

Overlay/replace leaf renders using unity

  • AR Kit

Data sets to train the model

Integrate trained machine learning models into the app and create a core ML model.

23 of 29

ML workflow

+

Recognize leaves of the tree

Neural network 2

Integrate trained machine learning models into the app and create a core ML model.

Data sets to train the model

Data sets to train the model

Recognize the tree species

Neural network 1

24 of 29

'Moonrise' Full Moon Japanese Maple, 'Ruby Falls' Redbud, 'Evening Light' Japanese Snowbell, Smoke Tree, Acer palmatum 'Ukigumo’, Sourwood (Oxydendrum arboreum), Sargent's Cherry Tree (Prunus sargentii), River birch (Betula nigra), Flowering Dogwood (Cornus florida), 'Prairifire' Crabapple (Malus 'Prairifire’), Sweetgum Tree (Liquidambar styraciflua), Star Magnolia 'Royal Star' (Magnolia stellata), Eastern Hornbeam (Ostrya virginiana)

I tried researching on Tree species that go through the significant change in colours during the different seasons of the year. Here are the results

Birch , Elm , Maple, Oak

25 of 29

Some of the components of the NYC Opendata can be used

26 of 29

Recognize the species of the tree

27 of 29

Different parts of the tree data - recognize the leaves from the tree

28 of 29

One of the Data sets that can be used

https://archive.ics.uci.edu/ml/datasets/leaf

29 of 29

Another Data Set that can be used to recognise the plant species using imagery

https://www.researchgate.net/figure/281387639_fig1_Fig-1-List-of-tree-species-included-in-the-PlntLeaves-dataset