1. Use FlipImageTransform to flip the images horizontally or vertically (randomly or not randomly):

ImageTransform flipTransform = new FlipImageTransform(new Random(seed));

2. Use WarpImageTransform to warp the perspective of images deterministically or randomly:

ImageTransform warpTransform = new WarpImageTransform(new Random(seed),delta);

3. Use RotateImageTransform to rotate the images deterministically or randomly:

ImageTransform rotateTransform = new RotateImageTransform(new Random(seed), angle);

4. Use PipelineImageTransform to add image transformations to the pipeline:

List<Pair<ImageTransform,Double>> pipeline = Arrays.asList(
 new Pair<>(flipTransform, flipImageTransformRatio),
 new Pair<>(warpTransform , warpImageTransformRatio)
 );
 ImageTransform transform = new PipelineImageTransform(pipeline);