Selecting a selfie based on capture quality
At a glance
| Item | Summary |
|---|---|
| Purpose | Compare face-capture quality in a set of images by using Vision. |
| App architecture | A Swift sample with the source-visible chain AppDelegate → CameraViewController → Vision APIs. |
| Main patterns | View-controller organization, Delegate or data-source callbacks |
| Project style | 5 scanned source file(s) across Swift, organized around ranked entry, type, and file boundaries. |
| Execution model | Source-visible boundaries: DispatchQueue.main.async, DispatchQueue.global.async; none alone proves a background thread. |
| State/event model | No structured observation or publisher-scheduling marker indexed. |
| Key frameworks/packages | UIKit, Vision, AVFoundation; these are source dependencies, not architecture labels. |
Project structure
Source bundle/
├── FaceCaptureQuality_iOS/
│ ├── AppDelegate.swift
│ ├── SavedFacesDataSource.swift
│ ├── SavedFacesViewController.swift
│ ├── CameraViewController.swift
│ ├── FaceObservationOverlayView.swift
│ ├── Base.lproj/
│ │ ├── LaunchScreen.storyboard
│ │ └── Main.storyboard
│ └── Info.plist
├── Configuration/
│ └── SampleCode.xcconfig
└── FaceCaptureQuality_iOS.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 6 project/configuration file(s) and 7 source declaration(s).
Overall architecture
flowchart LR
N1["AppDelegate"]
N2["CameraViewController"]
N3["Vision APIs"]
N1 --> N2
N2 --> N3
Reference code
FaceCaptureQuality_iOS/AppDelegate.swift:10 — architecture anchor
@UIApplicationMain
class AppDelegate: UIResponder, UIApplicationDelegate {
var window: UIWindow?
}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
AppDelegate o-- UIWindow : window
SavedFace *-- URL : url
SavedFace *-- Float : qualityScore
SavedFace *-- URL : baseURL
Ownership evidence
FaceCaptureQuality_iOS/AppDelegate.swift:12 — stored dependency or nearest verified ownership anchor
@UIApplicationMain
class AppDelegate: UIResponder, UIApplicationDelegate {
var window: UIWindow?
}| Owner | Object or state | Relationship | Mutation authority |
|---|---|---|---|
AppDelegate |
UIWindow (window) |
stores or receives | App/module collaborators |
SavedFace |
URL (url) |
owns value state | App/module collaborators |
SavedFace |
Float (qualityScore) |
owns value state | App/module collaborators |
SavedFace |
URL (baseURL) |
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 |
|---|---|---|---|
| Queue scheduling | DispatchQueue.main.async |
The source addresses the main dispatch queue. | FaceCaptureQuality_iOS/CameraViewController.swift:53 |
| Queue scheduling | DispatchQueue.global.async |
The source addresses a global dispatch queue; no stable thread identity is implied. | FaceCaptureQuality_iOS/CameraViewController.swift:143 |
@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
FaceCaptureQuality_iOS/CameraViewController.swift:53 — representative execution boundary
DispatchQueue.main.async {
var reusableViews = self.reusableFaceObservationOverlayViews
// ...
}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 |
|---|---|---|---|
| Source import | UIKit |
The cited file imports this module; runtime use and architectural role are not inferred. | FaceCaptureQuality_iOS/AppDelegate.swift:8 |
| Source import | Vision |
The cited file imports this module; runtime use and architectural role are not inferred. | FaceCaptureQuality_iOS/CameraViewController.swift:10 |
| Source import | AVFoundation |
The cited file imports this module; runtime use and architectural role are not inferred. | FaceCaptureQuality_iOS/CameraViewController.swift:9 |
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
FaceCaptureQuality_iOS/AppDelegate.swift:11 — representative type boundary
@UIApplicationMain
class AppDelegate: UIResponder, UIApplicationDelegate {
var window: UIWindow?
}| Type | Responsibility | Depends on or conforms to |
|---|---|---|
AppDelegate |
Receives callback-driven events | UIResponder, UIApplicationDelegate |
SavedFacesDataSource |
Supplies data through a callback contract | Concrete collaborators/imported frameworks |
SavedFacesViewController |
View lifecycle, callbacks, and feature coordination | UICollectionViewController, UICollectionViewDelegateFlowLayout |
CameraViewController |
View lifecycle, callbacks, and feature coordination | UIViewController |
FaceObservationOverlayView |
User-interface presentation and input forwarding | UIView |
SavedFace |
Represents a feature value or composable behavior | Concrete collaborators/imported frameworks |
SavedFaceCell |
Owns feature behavior and collaborator lifecycle | UICollectionViewCell |
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 |
|---|---|---|---|
FaceObservationOverlayView (FaceCaptureQuality_iOS/FaceObservationOverlayView.swift:26) |
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. |
SavedFacesDataSource (FaceCaptureQuality_iOS/SavedFacesDataSource.swift:8) |
implicit internal |
No explicit modifier means the Swift declaration is internal to the module. | Inference: app-target collaboration needs no exported library surface. |
Reference code
FaceCaptureQuality_iOS/FaceObservationOverlayView.swift:26 — representative boundary
private override init(frame: CGRect) {
super.init(frame: frame)
}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 |
|---|---|---|
| View lifecycle, callbacks, and feature coordination | CameraViewController, SavedFacesViewController |
The source’s Controller suffix makes this role explicit. |
| Supplies data through a callback contract | SavedFacesDataSource |
The source’s DataSource suffix makes this role explicit. |
| Receives callback-driven events | AppDelegate |
The source’s Delegate suffix makes this role explicit. |
| User-interface presentation and input forwarding | FaceObservationOverlayView |
The source’s View suffix makes this role explicit. |
Design patterns
| Pattern | Source evidence | Purpose or tradeoff |
|---|---|---|
| View-controller organization | FaceCaptureQuality_iOS/CameraViewController.swift:12 |
A controller is the verified coordination boundary; this is MVC-style only where a separate model is present. |
| Delegate or data-source callbacks | FaceCaptureQuality_iOS/AppDelegate.swift:11 |
Callback protocols invert event delivery back into the sample’s owner. |
Naming conventions
- Types: Controller: CameraViewController, SavedFacesViewController; DataSource: SavedFacesDataSource; Delegate: AppDelegate; View: FaceObservationOverlayView.
- Protocols: no local protocol declaration in the scanned source.
- Methods:
saveFaceCrop,removePreviouslySavedFaces,viewDidLoad,numberOfSections,collectionView,performVisionRequests,displayFaceObservations,saveFaceObservations. - Files:
FaceCaptureQuality_iOS/AppDelegate.swift,FaceCaptureQuality_iOS/SavedFacesDataSource.swift,FaceCaptureQuality_iOS/SavedFacesViewController.swift,FaceCaptureQuality_iOS/CameraViewController.swift,FaceCaptureQuality_iOS/FaceObservationOverlayView.swift.
Architecture takeaways
AppDelegateis the main source-visible entry or composition anchor for this sample.- Framework work reaches UIKit, Vision, AVFoundation 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 |
|---|---|
FaceCaptureQuality_iOS/AppDelegate.swift |
Cited implementation, AppDelegate, UIKit |
FaceCaptureQuality_iOS/FaceObservationOverlayView.swift |
Cited implementation, FaceObservationOverlayView |
FaceCaptureQuality_iOS/SavedFacesDataSource.swift |
SavedFacesDataSource, SavedFace |
FaceCaptureQuality_iOS/CameraViewController.swift |
CameraViewController, DispatchQueue.main.async, DispatchQueue.global.async, Vision, AVFoundation |
FaceCaptureQuality_iOS/SavedFacesViewController.swift |
SavedFaceCell, SavedFacesViewController |