Transformations Collection¶

No.	name	source	category	structural	CV-HAZOP entry	note	parameters range
1	Gaussian Noise	imagenet-c	noise	Y	Observer, Quality	Selected	std: (0, 1.5)
2	Shot Noise	imagenet-c	noise	Y	Observer, Quality	Selected	rate (int): (1000, 1]
3	Impulse Noise	imagenet-c	noise	Y	Observer, Quality	Selected	amount: (0, 1)
4	Defocus Blur	imagenet-c	blur	Y	Observer, Focusing (Less)	Selected	radius(int): (1, 10); alias_blur: (0, 1)
5	Frosted Glass Blur	imagenet-c	blur	Y	Medium, Texture	Selected	sigma: (0, 5), max_delta (int):(1, 4) (this doesn’t matter that much), iterations=2
6	Motion Blur	imagenet-c	blur	Y	Observer, Focusing (Less)	Selected	radius(int): (1, 20), sigma: (1, 20)
7	Zoom Blur	imagenet-c				Not Applicable
8	Snow	imagenet-c	weather	Y	Medium, Texture	Selected	location: (0,1), scale: (0,1), zoom: (0, 4), snow_layer_threshold: (0,1), blur_radius (int): (1, 20), blur_sigma: (1, 20)
9	Frost	imagenet-c	weather	Y	Medium, Texture	Selected	scale: (0,1), constant: (0,1)
10	Fog	imagenet-c	weather	Y	Medium, Texture	Selected	scale: (1, 5), wibbledecay: (5, 1)
11	Brightness	imagenet-c	contrast/brightness	N	Medium, Transparency	Selected	constant: (0, 1)
12	Contrast	imagenet-c	contrast/brightness	N	Light Sources, Intensity	Selected	scale: (0, 1)
13	Elastic	imagenet-c				Not Applicable
14	Pixelate	imagenet-c				Not Applicable
15	JPEG	imagenet-c	digital categories	Y	Observer, Quantization/Sampling	Selected	quality(int): (1, 150)
16	Blur	albumentations	blur	Y	Observer, Focusing (Less)	Selected	blur_limit:(), in the function it has to be blur_limit=[3, 15] for it to work
17	CLAHE	albumentations				Not in any category
18	ChannelDropout	albumentations				no continuous range
19	ChannelShuffle	albumentations				no continuous range
20	ColorJitter	albumentations	contrast/brightness	N	Light Sources, Intensity + Spectrum; Medium, Transparency	Selected (combination)	brightness: (0,1), contrast: (0,1), saturation: (0,1), hue: (0,1), to disable set to 1, to use this range set to 0
21	Downscale	albumentations	digital categories	Y	Observer, Quantization/Sampling	Selected	scale_min=scale_max: (0,1), interpolation=0
22	Emboss	albumentations				Not in any category
23	Equalize	albumentations				no continuous range
24	FDA	albumentations				Not Applicable (uses reference image)
25	FancyPCA	albumentations				Not relevant (a transformation for NN training)
26	FromFloat	albumentations				no continuous range
27	GaussNoise	albumentations				same as No.1
28	GaussianBlur	albumentations	blur	Y	Observer, Focusing (Less)	Selected	kernel_size(int):[3, 20], sigma: [0, 5], they can’t both be 0
29	GlassBlur	albumentations				same as No.5
30	HistogramMatching	albumentations				Not Applicable (uses reference image)
31	HueSaturationValue?	albumentations	contrast/brightness	N	Light Sources, Spectrum	Selected (combination)?	hue_shift_limit:[-100,100], sat_shift_limit:[-100,100], val_shift_limit:[-100,100]
32	ISONoise	albumentations	noise	Y	Observer, Quality	Selected	color_shift=(0.01, 1) intensity=(0.1, 5)
33	ImageCompression	albumentations	digital categories	Y	Observer, Quantization/Sampling	Selected	compression_type should be ImageCompressionType.WEBP, otherwise it’s the same as JPEG, 0 <= quality_lower <= quality_upper <= 100 (int)
34	InvertImg	albumentations				no continuous range
35	MedianBlur	albumentations	blur	Y	Observer, Focusing (Less)	Selected	blur_limit (int): [3, 20]
36	MotionBlur	albumentations				same as No.6
37	MultiplicativeNoise	albumentations				description does not match the effect of the transformation
38	Normalize	albumentations				no continuous range
39	Posterize	albumentations				no continuous range
40	RGBShift	albumentations	contrast/brightness	N	Light Sources, Spectrum	Selected (combination)	r_shift_limit: [-100,100], g_shift_limit: [-100,100], b_shift_limit: [-100,100]
41	RandomBrightnessContrast	albumentations	contrast/brightness	N	Light Sources, Intensity; Medium, Transparency	Selected (combination)	brightness_limit: 1, contrast_limit: 1 (the function takes in only the upper limit)
42	RandomFog (not so good)?	albumentations				same as No.10	-8
43	RandomGamma	albumentations	contrast/brightness	N	Light Sources, Intensity	Selected	gamma_limit=(0, 300) (gamma can be negative but does not make much sense and sometimes there is zero division)
44	RandomShadow	albumentations				Not realistic
45	RandomRain	albumentations	weather	N	Medium, Transparency/Light Sources, Intensity	Selected	only ones that matter (I think): blur_value=7, brightness_coefficient=1
46	RandomSnow	albumentations				Not realistic
47	RandomSunFlare	albumentations	weather	N	Medium, Transparency/Light Sources, Intensity	Selected	flare_roi=(0, 0, 1, 0.5), angle_lower=0, angle_upper=1, num_flare_circles_lower=6, num_flare_circles_upper=10, src_radius=1500, src_color=(255, 255, 255) (the only param that kind of matters is src_radius, which is the size of the glare)
48	RandomToneCurve?	albumentations	contrast/brightness	N	Light Sources, Intensity	Selected?	scale: (0,1)
49	Sharpen	albumentations				Not in any category
50	Solarize	albumentations				Not relevant
51	Superpixels	albumentations				Not relevant
52	ToFloat	albumentations				no continuous range
53	ToGray	albumentations				no continuous range
54	ToSepia	albumentations				Not relevant

In total: 54 transformations; 49 unique ones; 45 relevant (correspond to CV-HAZOP); 40 applicable ones; 31 with continuous range; 29 realistic; 26 in the categories we selected
The two extra ones are: HueSaturationValue, RandomToneCurve (not sure about them)