BinSight
Project Manager
What is BinSight?
BinSight is an iOS image classification app that uses CreateML to identify types of waste and suggest the correct disposal method. Built for commuters, it solves the problem of limited time and knowledge when sorting trash, making proper waste disposal fast and effortless.
“I find it incredibly frustrating how much knowledge and effort it takes to sort my trash properly, often feeling like I’m failing to do my part to “reduce, reuse, recycle””
Low knowledge and effort of Indonesian society and time pressure during commute
An app that can identify their trash category
Lack of knowledge specifically on tech and machine learning topics
Inconsistent and unclear bin labelling and similar app that offer the same services
The Solution
iOS image classification app using CreateML to identify waste types and suggest the proper disposal method.
View live appopen_in_newProcess
TimelineTeam Ideation
Research
User Interview
User-centered Design
Iterative Testing
Deliverables
OutputUser Persona
User Flow
Low Fidelity Wireframe
High Fidelity Mockup
Interview Analysis Report
Dataset Analysis
Key Decisions
Implementation of image segmentation
Implementation of dataset merging and augmentation
Redesign the ineffective page (redundant)
Contributors
Gustavo
Project Manager
Jessica
UI/UX Designer
Abim
iOS Developer
Zikar
iOS Developer
Imo
iOS Developer
Impact
Achieved 94% precision and recall, and an F1 score of 0.93, validating the model's high reliability. Designed a user interface that reached a 100% acceptance rate in post-test surveys during usability testing with target users.
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