class Lighting extends Transformer[LabeledBGRImage, LabeledBGRImage]

Lighting noise for data augmentation

Krizhevsky et al. proposed fancy PCA when training the famous Alex-Net in 2012 Fancy PCA alters the intensities of the RGB channels in training images For each training image, add the corresponding quantity to each RGB image pixel

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Transformer[LabeledBGRImage, LabeledBGRImage], Serializable, Serializable, AnyRef, Any
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Instance Constructors

  1. new Lighting()

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. def ->[C](other: Transformer[LabeledBGRImage, C]): Transformer[LabeledBGRImage, C]
    Definition Classes
    Transformer
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. val alphastd: Float
  6. def apply(prev: Iterator[LabeledBGRImage]): Iterator[LabeledBGRImage]
    Definition Classes
    LightingTransformer
  7. def apply(dataset: RDD[LabeledBGRImage])(implicit evidence: ClassTag[LabeledBGRImage]): RDD[LabeledBGRImage]

    Apply this transformer to rdd

    Apply this transformer to rdd

    Definition Classes
    Transformer
  8. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  9. def clone(): AnyRef
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
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    @native() @throws( ... )
  10. def cloneTransformer(): Transformer[LabeledBGRImage, LabeledBGRImage]
    Definition Classes
    Transformer
  11. val eigval: Tensor[Float]
  12. val eigvec: Tensor[Float]
  13. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  14. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  15. def finalize(): Unit
    Attributes
    protected[java.lang]
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    AnyRef
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    @throws( classOf[java.lang.Throwable] )
  16. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  17. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  18. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  19. def lighting(input: Array[Float]): Unit
  20. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  21. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  22. final def notifyAll(): Unit
    Definition Classes
    AnyRef
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    @native()
  23. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  24. def toString(): String
    Definition Classes
    AnyRef → Any
  25. final def wait(): Unit
    Definition Classes
    AnyRef
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    @throws( ... )
  26. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
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    @throws( ... )
  27. final def wait(arg0: Long): Unit
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    @native() @throws( ... )

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