Segmenting and colorizing individuals from a surrounding scene
At a glance
| Item | Summary |
|---|---|
| Purpose | Use the Vision framework to isolate and apply colors to people in an image. |
| App architecture | A Swift sample with the source-visible chain PersonInstanceMaskDemoApp → PhotoSelectionView → PhotoSelectionModel → Vision APIs. |
| Main patterns | Protocol-oriented abstraction, Publisher-backed observable state |
| Project style | 6 scanned source file(s) across Swift, organized around ranked entry, type, and file boundaries. |
| Execution model | Source-visible boundaries: DispatchQueue.main.async, async declaration or closure, @MainActor, Task closure isolated to MainActor, Task; none alone proves a background thread. |
| State/event model | Source-visible mechanisms: ObservableObject, @Published, SwiftUI state property wrapper. |
| Key frameworks/packages | SwiftUI, Foundation, PhotosUI, Vision, CoreImage; these are source dependencies, not architecture labels. |
Project structure
Source bundle/
├── PersonInstanceMaskDemo/
│ ├── PersonInstanceMaskDemoApp.swift
│ ├── Models/
│ │ ├── PhotoSelectionModel.swift
│ │ ├── SegmentationModel.swift
│ │ └── SegmentationResults.swift
│ ├── Views/
│ │ ├── PhotoSelectionView.swift
│ │ └── SegmentationResultsView.swift
│ └── Info.plist
├── Configuration/
│ └── SampleCode.xcconfig
└── PersonInstanceMaskDemo.xcodeproj/
├── .xcodesamplecode.plist
└── project.pbxproj
Structure observations
- Architecturally prominent files are ranked from entry points and role-named declarations; resource-only paths are omitted.
- Primary languages: Swift.
- The verified tree contains 4 project/configuration file(s) and 14 source declaration(s).
Overall architecture
flowchart LR
N1["PersonInstanceMaskDemoApp"]
N2["PhotoSelectionView"]
N3["PhotoSelectionModel"]
N4["Vision APIs"]
N1 --> N2
N2 --> N3
N3 --> N4
Reference code
PersonInstanceMaskDemo/PersonInstanceMaskDemoApp.swift:9 — architecture anchor
@main
struct PersonInstanceMaskDemoApp: App {
var body: some Scene {
WindowGroup {
PhotoSelectionView()
}
}
}Interpretation
The arrows summarize the source-visible entry, role-named types or folders, and framework direction; when nodes come from structural folders, the sequence is a high-level interpretation rather than proof that every adjacent node calls the next. Ownership is claimed only where the next section cites a stored property or assignment. The diagram is intentionally limited to the dominant path into Vision.
Ownership and state
classDiagram
SelectedImage o-- UIImage : image
SelectedImage o-- ImageState : imageState
SelectedImage o-- PhotosPickerItem : imageSelection
SegmentationModel o-- UIImage : segmentedImage
Ownership evidence
PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:27 — stored dependency or nearest verified ownership anchor
struct SelectedImage: Transferable {
let image: UIImage
// ...
}| Owner | Object or state | Relationship | Mutation authority |
|---|---|---|---|
SelectedImage |
UIImage (image) |
stores or receives | Initialized by the owner; the binding is immutable |
SelectedImage |
ImageState (imageState) |
stores or receives | Owning type writes; wider scope can read |
SelectedImage |
PhotosPickerItem (imageSelection) |
stores or receives | App/module collaborators |
SegmentationModel |
UIImage (segmentedImage) |
stores or receives | App/module collaborators |
Composition arrows indicate a source-visible construction expression or locally owned value state; aggregation means the owner stores or receives a dependency without proving exclusive lifetime ownership.
Concurrency, scheduling, and thread safety
Evidence limit: actor isolation, async/await, or Task creation does not by itself prove background-thread execution; Sendable conformance alone does not prove thread-safe mutation.
| Concern | Source mechanism | Verified placement or handoff | Evidence |
|---|---|---|---|
| Queue scheduling | DispatchQueue.main.async |
The source addresses the main dispatch queue. | PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:54 |
| Suspension boundary | async declaration or closure |
The source declares or crosses an asynchronous boundary; it does not by itself establish background execution. | PersonInstanceMaskDemo/Models/SegmentationModel.swift:30 |
| Main isolation | @MainActor |
The cited annotation marks its attached declaration or closure as main-actor isolated. | PersonInstanceMaskDemo/Models/SegmentationModel.swift:60 |
| Main isolation | Task closure isolated to MainActor |
The cited operation explicitly enters a main-actor-isolated region. | PersonInstanceMaskDemo/Models/SegmentationModel.swift:60 |
| Task creation | Task |
The source creates an unstructured task; surrounding context determines inherited actor isolation. | PersonInstanceMaskDemo/Models/SegmentationModel.swift:60 |
@MainActor/MainActor.run, DispatchQueue.main, and RunLoop.main are reported as distinct isolation, queue, and event-loop mechanisms. A plain Task is kept separate from Task.detached; neither is labeled as a background thread.
Reference code
PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:54 — representative execution boundary
DispatchQueue.main.async {
// ...
print("Failed to get the selected item.")
// ...
}State propagation, frameworks, and dependencies
Evidence limit: an import proves a source-level compilation dependency at the cited line; it does not prove runtime use, architectural adoption, or whether a Swift package is a direct application dependency.
| Category | Mechanism or module | Verified role | Evidence |
|---|---|---|---|
| State propagation | ObservableObject |
ObservableObject supplies an observation contract. | PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:13 |
| State propagation | @Published |
A published property can emit owner-controlled changes. | PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:40 |
| State propagation | SwiftUI state property wrapper |
A SwiftUI property wrapper supplies or observes UI state. | PersonInstanceMaskDemo/Views/PhotoSelectionView.swift:12 |
| Source import | SwiftUI |
The cited file imports this module; runtime use and architectural role are not inferred. | PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:11 |
| Source import | Foundation |
The cited file imports this module; runtime use and architectural role are not inferred. | PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:8 |
| Source import | PhotosUI |
The cited file imports this module; runtime use and architectural role are not inferred. | PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:9 |
| Source import | Vision |
The cited file imports this module; runtime use and architectural role are not inferred. | PersonInstanceMaskDemo/Models/SegmentationModel.swift:12 |
| Source import | CoreImage |
The cited file imports this module; runtime use and architectural role are not inferred. | PersonInstanceMaskDemo/Models/SegmentationModel.swift:8 |
receive(on:) describes downstream delivery scheduling, while subscribe(on:) describes upstream subscription/request/cancel scheduling. An import Combine alone establishes neither behavior nor a Store, reducer, Redux, or other application architecture.
Class and protocol design
PersonInstanceMaskDemo/Models/SegmentationResults.swift:12 — representative type boundary
protocol SegmentationResults {
var segmentationMask: CVPixelBuffer { get set }
var numSegments: Int { get set }
func generateSegmentedImage(baseImage: CIImage, selectedSegments: IndexSet) async -> UIImage
func segmentForPixelValue(_ value: UInt8) -> Int
}| Type | Responsibility | Depends on or conforms to |
|---|---|---|
PersonInstanceMaskDemoApp |
Application entry and top-level composition | App |
PhotoSelectionModel |
Feature data or observable state | ObservableObject |
SegmentationModel |
Feature data or observable state | ObservableObject |
PhotoSelectionView |
User-interface presentation and input forwarding | View |
SelectedImageView |
User-interface presentation and input forwarding | View |
SegmentationResultsView |
User-interface presentation and input forwarding | View |
SegmentationMaskView |
User-interface presentation and input forwarding | View |
SegmentationResults |
Defines a capability or collaboration contract | Concrete collaborators/imported frameworks |
ImageState |
Represents mutable feature state | Concrete collaborators/imported frameworks |
TransferError |
Represents feature failure conditions | Error |
The source explicitly defines local protocol relationships: InstanceMaskResults → SegmentationResults, PersonSegmentationResults → SegmentationResults.
Access control
| Symbol | Access | Verified effect | Likely rationale |
|---|---|---|---|
imageState (PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:39) |
private(set) |
Read access follows the declaration; writes remain in the private scope. | Inference: allow observation while reserving invariant-changing writes for the owner. |
loadTransferable (PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:52) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: hide an implementation step that is not part of the collaboration surface. |
countFaces (PersonInstanceMaskDemo/Models/SegmentationModel.swift:100) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: hide an implementation step that is not part of the collaboration surface. |
segmentAtLocation (PersonInstanceMaskDemo/Models/SegmentationModel.swift:116) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: hide an implementation step that is not part of the collaboration surface. |
Reference code
PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:39 — representative boundary
class PhotoSelectionModel: ObservableObject {
// ...
private(set) var imageState: ImageState = .noneselected
// ...
}Swift declarations without a modifier are internal; explicit private, fileprivate, private(set), public, or open entries above are interpreted by language semantics. Objective-C/C samples instead rely on header and implementation boundaries, which are not equivalent to Swift lexical privacy.
Logic ownership and placement
| Logic | Owning type or file | Placement rationale |
|---|---|---|
| Application entry and top-level composition | PersonInstanceMaskDemoApp |
The source’s App suffix makes this role explicit. |
| Feature data or observable state | PhotoSelectionModel, SegmentationModel |
The source’s Model suffix makes this role explicit. |
| User-interface presentation and input forwarding | PhotoSelectionView, SegmentationMaskView, SegmentationResultsView, SelectedImageView |
The source’s View suffix makes this role explicit. |
Design patterns
| Pattern | Source evidence | Purpose or tradeoff |
|---|---|---|
| Protocol-oriented abstraction | PersonInstanceMaskDemo/Models/SegmentationResults.swift:21 |
A local protocol and concrete conformance create an explicit capability boundary. |
| Publisher-backed observable state | PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift:40 |
Published properties notify observers while mutation remains with the state object. |
Naming conventions
- Types: App: PersonInstanceMaskDemoApp; Model: PhotoSelectionModel, SegmentationModel; View: PhotoSelectionView, SegmentationMaskView, SegmentationResultsView, SelectedImageView.
- Protocols:
SegmentationResults. - Methods:
loadTransferable,runSegmentationRequestOnImage,toggleSegment,toggleSegmentAtLocation,isSelected,countFaces,segmentAtLocation,generateSegmentedImage. - Files:
PersonInstanceMaskDemo/PersonInstanceMaskDemoApp.swift,PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift,PersonInstanceMaskDemo/Models/SegmentationModel.swift,PersonInstanceMaskDemo/Views/PhotoSelectionView.swift,PersonInstanceMaskDemo/Views/SegmentationResultsView.swift,PersonInstanceMaskDemo/Models/SegmentationResults.swift.
Architecture takeaways
PersonInstanceMaskDemoAppis the main source-visible entry or composition anchor for this sample.- Framework work reaches SwiftUI, PhotosUI, Vision, CoreImage through a deliberately small high-level chain; the detailed API graph remains inside the cited implementation files.
- Stored-property evidence identifies lifecycle collaboration; it does not by itself prove exclusive object ownership.
- Access-control conclusions separate verified language visibility from the likely design rationale.
- Local protocol relationships provide an explicit substitution boundary.
Source map
| Source file | Relevant symbols |
|---|---|
PersonInstanceMaskDemo/PersonInstanceMaskDemoApp.swift |
Cited implementation, PersonInstanceMaskDemoApp |
PersonInstanceMaskDemo/Models/PhotoSelectionModel.swift |
Cited implementation, DispatchQueue.main.async, ObservableObject, @Published, SwiftUI, Foundation, PhotosUI, PhotoSelectionModel, ImageState, TransferError, SelectedImage |
PersonInstanceMaskDemo/Models/SegmentationResults.swift |
SegmentationResults, Cited implementation, InstanceMaskResults, PersonSegmentationResults |
PersonInstanceMaskDemo/Models/SegmentationModel.swift |
Cited implementation, async declaration or closure, @MainActor, Task closure isolated to MainActor, Task, Vision, CoreImage, SegmentationModel, RequestState |
PersonInstanceMaskDemo/Views/PhotoSelectionView.swift |
SwiftUI state property wrapper, PhotoSelectionView, SelectedImageView |
PersonInstanceMaskDemo/Views/SegmentationResultsView.swift |
SegmentationResultsView, SegmentationMaskView |