Class DINOConfig

Namespace

AiDotNet.SelfSupervisedLearning

Assembly

AiDotNet.dll

DINO-specific configuration settings.

public class DINOConfig

Inheritance

object

DINOConfig

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Remarks

For Beginners: DINO (self-DIstillation with NO labels) uses self-distillation with centering and sharpening to learn emergent attention patterns in Vision Transformers.

Properties

CenterMomentum

Gets or sets the momentum for the centering mechanism.

public double? CenterMomentum { get; set; }

Property Value

double?

Remarks

Default: 0.9

NumGlobalCrops

Gets or sets the number of global crops (large crops).

public int? NumGlobalCrops { get; set; }

Property Value

int?

Remarks

Default: 2

NumLocalCrops

Gets or sets the number of local crops (small crops).

public int? NumLocalCrops { get; set; }

Property Value

int?

Remarks

Default: 8

StudentTemperature

Gets or sets the student temperature.

public double? StudentTemperature { get; set; }

Property Value

double?

Remarks

Default: 0.1

TeacherTemperatureEnd

Gets or sets the final teacher temperature.

public double? TeacherTemperatureEnd { get; set; }

Property Value

double?

Remarks

Default: 0.07

TeacherTemperatureStart

Gets or sets the initial teacher temperature.

public double? TeacherTemperatureStart { get; set; }

Property Value

double?

Remarks

Default: 0.04

Teacher temperature is typically scheduled from 0.04 to 0.07.

TeacherTemperatureWarmupEpochs

Gets or sets the number of warmup epochs for teacher temperature.

public int? TeacherTemperatureWarmupEpochs { get; set; }

Property Value

int?

Remarks

Default: 30

Methods

GetConfiguration()

Gets the configuration as a dictionary.

public IDictionary<string, object> GetConfiguration()

Returns

IDictionary<string, object>