Exploring object tracking with ARKit
At a glance
| Item | Summary |
|---|---|
| Purpose | Find and track real-world objects in visionOS using reference objects you train with Create ML. |
| App architecture | A Swift sample with the source-visible chain ObjectTrackingApp → HomeView → ReferenceObjectLoader → ARKit / SwiftUI APIs. |
| Main patterns | No named application pattern supported by the extracted structure |
| Project style | 9 scanned source file(s) across Swift, organized around ranked entry, type, and file boundaries. |
| Execution model | Source-visible boundaries: @MainActor, async declaration or closure, Task; none alone proves a background thread. |
| State/event model | Source-visible mechanisms: @Observable, SwiftUI state property wrapper. |
| Key frameworks/packages | ARKit, SwiftUI, RealityKit, UIKit, UniformTypeIdentifiers; these are source dependencies, not architecture labels. |
Project structure
Source bundle/
├── ObjectTracking/
│ ├── ObjectTrackingApp.swift
│ ├── App/
│ │ ├── ObjectAnchorVisualization.swift
│ │ ├── ReferenceObjectLoader.swift
│ │ └── AppState.swift
│ ├── Views/
│ │ ├── HomeView.swift
│ │ ├── ListEntryView.swift
│ │ ├── ObjectTrackingRealityView.swift
│ │ └── InfoLabel.swift
│ └── Extensions/
│ └── Entity+ObjectTracking.swift
├── Configuration/
│ └── SampleCode.xcconfig
└── ObjectTracking.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 13 source declaration(s).
Overall architecture
flowchart LR
N1["ObjectTrackingApp"]
N2["HomeView"]
N3["ReferenceObjectLoader"]
N4["ARKit / SwiftUI APIs"]
N1 --> N2
N2 --> N3
N3 --> N4
Reference code
ObjectTracking/ObjectTrackingApp.swift:14 — architecture anchor
@main
@MainActor
struct ObjectTrackingApp: App {
@State private var appState = AppState()
var body: some Scene {
WindowGroup {
HomeView(
appState: appState,
immersiveSpaceIdentifier: UIIdentifier.immersiveSpace
)
.task {
if appState.allRequiredProvidersAreSupported {
await appState.referenceObjectLoader.loadBuiltInReferenceObjects()
}
}
}
.windowStyle(.plain)
ImmersiveSpace(id: UIIdentifier.immersiveSpace) {
ObjectTrackingRealityView(appState: appState)
}
}
}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 visionOS.
Ownership and state
classDiagram
ObjectTrackingApp *-- AppState : appState
ObjectAnchorVisualization *-- Float : textBaseHeight
ObjectAnchorVisualization *-- CGFloat : alpha
ObjectAnchorVisualization *-- Float : axisScale
Ownership evidence
ObjectTracking/ObjectTrackingApp.swift:17 — stored dependency or nearest verified ownership anchor
@main
@MainActor
struct ObjectTrackingApp: App {
@State private var appState = AppState()
// ...
}| Owner | Object or state | Relationship | Mutation authority |
|---|---|---|---|
ObjectTrackingApp |
AppState (appState) |
owns wrapper-managed state | Owning lexical scope |
ObjectAnchorVisualization |
Float (textBaseHeight) |
owns value state | Initialized by the owner; the binding is immutable |
ObjectAnchorVisualization |
CGFloat (alpha) |
owns value state | Initialized by the owner; the binding is immutable |
ObjectAnchorVisualization |
Float (axisScale) |
owns value state | Initialized by the owner; the binding is immutable |
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 |
|---|---|---|---|
| Main isolation | @MainActor |
The cited annotation marks its attached declaration or closure as main-actor isolated. | ObjectTracking/App/AppState.swift:10 |
| Suspension boundary | async declaration or closure |
The source declares or crosses an asynchronous boundary; it does not by itself establish background execution. | ObjectTracking/App/AppState.swift:42 |
| Task creation | Task |
The source creates an unstructured task; surrounding context determines inherited actor isolation. | ObjectTracking/Views/HomeView.swift:44 |
@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
ObjectTracking/App/AppState.swift:10 — representative execution boundary
@MainActor
@Observable
final class AppState {
var isImmersiveSpaceOpened = false
// ...
}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 | @Observable |
Observation macro publishes source-visible changes. | ObjectTracking/App/AppState.swift:11 |
| State propagation | SwiftUI state property wrapper |
A SwiftUI property wrapper supplies or observes UI state. | ObjectTracking/ObjectTrackingApp.swift:17 |
| Source import | ARKit |
The cited file imports this module; runtime use and architectural role are not inferred. | ObjectTracking/App/AppState.swift:8 |
| Source import | SwiftUI |
The cited file imports this module; runtime use and architectural role are not inferred. | ObjectTracking/App/ObjectAnchorVisualization.swift:10 |
| Source import | RealityKit |
The cited file imports this module; runtime use and architectural role are not inferred. | ObjectTracking/App/ObjectAnchorVisualization.swift:9 |
| Source import | UIKit |
The cited file imports this module; runtime use and architectural role are not inferred. | ObjectTracking/Extensions/Entity+ObjectTracking.swift:9 |
| Source import | UniformTypeIdentifiers |
The cited file imports this module; runtime use and architectural role are not inferred. | ObjectTracking/Views/HomeView.swift:11 |
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
ObjectTracking/ObjectTrackingApp.swift:16 — representative type boundary
@main
@MainActor
struct ObjectTrackingApp: App {
@State private var appState = AppState()
// ...
}| Type | Responsibility | Depends on or conforms to |
|---|---|---|
ObjectTrackingApp |
Application entry and top-level composition | App |
MetricCoordinateLabelView |
User-interface presentation and input forwarding | View |
ReferenceObjectLoader |
Loads and prepares feature data or resources | Concrete collaborators/imported frameworks |
HomeView |
User-interface presentation and input forwarding | View |
ListEntryView |
User-interface presentation and input forwarding | View |
ObjectTrackingRealityView |
User-interface presentation and input forwarding | View |
UIIdentifier |
Defines a closed set of feature states or choices | Concrete collaborators/imported frameworks |
ObjectAnchorVisualization |
Owns feature behavior and collaborator lifecycle | Concrete collaborators/imported frameworks |
BoundingBoxOutline |
Owns feature behavior and collaborator lifecycle | Concrete collaborators/imported frameworks |
MetricCoordinateLabel |
Owns feature behavior and collaborator lifecycle | Concrete collaborators/imported frameworks |
No local protocol conformance is claimed as protocol-oriented design; external framework conformances are listed only as dependencies.
Access control
| Symbol | Access | Verified effect | Likely rationale |
|---|---|---|---|
arkitSession (ObjectTracking/App/AppState.swift:32) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: keep state mutation or dependency lifetime inside the owning implementation. |
objectTracking (ObjectTracking/App/AppState.swift:34) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: keep state mutation or dependency lifetime inside the owning implementation. |
objectTrackingStartedRunning (ObjectTracking/App/AppState.swift:36) |
private(set) |
Read access follows the declaration; writes remain in the private scope. | Inference: allow observation while reserving invariant-changing writes for the owner. |
worldSensingAuthorizationStatus (ObjectTracking/App/AppState.swift:40) |
private(set) |
Read access follows the declaration; writes remain in the private scope. | Inference: allow observation while reserving invariant-changing writes for the owner. |
Reference code
ObjectTracking/App/AppState.swift:32 — representative boundary
@MainActor
@Observable
final class AppState {
// ...
private let arkitSession = ARKitSession()
// ...
}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 | ObjectTrackingApp |
The source’s App suffix makes this role explicit. |
| Loads and prepares feature data or resources | ReferenceObjectLoader |
The source’s Loader suffix makes this role explicit. |
| User-interface presentation and input forwarding | HomeView, ListEntryView, MetricCoordinateLabelView, ObjectTrackingRealityView |
The source’s View suffix makes this role explicit. |
Design patterns
| Pattern | Source evidence | Purpose or tradeoff |
|---|---|---|
| No named application pattern | ObjectTracking/ObjectTrackingApp.swift:14 |
The verified source directly composes concrete framework types; this document avoids forcing a pattern name. |
Naming conventions
- Types: App: ObjectTrackingApp; Loader: ReferenceObjectLoader; View: HomeView, ListEntryView, MetricCoordinateLabelView, ObjectTrackingRealityView.
- Protocols: no local protocol declaration in the scanned source.
- Methods:
update,labelText,finishedOneFile,updateProgress,loadBuiltInReferenceObjects,loadReferenceObject,addReferenceObject,removeObject. - Files:
ObjectTracking/ObjectTrackingApp.swift,ObjectTracking/App/ObjectAnchorVisualization.swift,ObjectTracking/App/ReferenceObjectLoader.swift,ObjectTracking/Views/HomeView.swift,ObjectTracking/Views/ListEntryView.swift,ObjectTracking/Views/ObjectTrackingRealityView.swift.
Architecture takeaways
ObjectTrackingAppis the main source-visible entry or composition anchor for this sample.- Framework work reaches ARKit, SwiftUI, RealityKit, UIKit 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.
- The source does not justify labeling the design protocol-oriented.
Source map
| Source file | Relevant symbols |
|---|---|
ObjectTracking/ObjectTrackingApp.swift |
Cited implementation, ObjectTrackingApp, SwiftUI state property wrapper, UIIdentifier |
ObjectTracking/App/AppState.swift |
Cited implementation, @MainActor, async declaration or closure, @Observable, ARKit, AppState |
ObjectTracking/Views/HomeView.swift |
Task, UniformTypeIdentifiers, HomeView |
ObjectTracking/App/ObjectAnchorVisualization.swift |
SwiftUI, RealityKit, ObjectAnchorVisualization, BoundingBoxOutline, MetricCoordinateLabel, MetricCoordinateText, MetricCoordinateLabelView |
ObjectTracking/Extensions/Entity+ObjectTracking.swift |
UIKit, Feature implementation |
ObjectTracking/App/ReferenceObjectLoader.swift |
ReferenceObjectLoader |
ObjectTracking/Views/ListEntryView.swift |
ListEntryView |
ObjectTracking/Views/ObjectTrackingRealityView.swift |
ObjectTrackingRealityView |
ObjectTracking/Views/InfoLabel.swift |
InfoLabel |