TorchSharp for Image classification & Image detection or segmentation

[GeorgeS2019]

Image classification

Image detection or segmentation

TorchSharp for face attribute recognition, detection, landmark localization, and face editing & synthesis

https://pytorch.org/vision/main/generated/torchvision.datasets.CelebA.html

torchvision.datasets.CelebA by @kaiidams

References

• https://datagen.tech/guides/image-datasets/celeba/
• http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html
• https://www.youtube.com/watch?v=6c8WFGbPHpE

[GeorgeS2019]

https://github.com/dotnet/TorchSharp/blob/main/src/TorchVision/dsets/CelebA.cs

       [Fact]
        public void TestCeleba()
        {
            // There's no data so it throws an exception.
            Assert.Throws<InvalidDataException>(() => {
                using (var dataset = CelebA(".", download: false)) {
                }
            });
        }

        [Fact]
        public void TestCelebaWithTransform()
        {
            // There's no data so it throws an exception.
            Assert.Throws<InvalidDataException>(() => {
                var my_transform = new MyTransform();
                using (var dataset = CelebA(".", transform: my_transform)) {
                    var loader = new DataLoader(dataset, 10, shuffle: true);
                    foreach (var batch in loader) {
                    }
                }
            });
        }

[GeorgeS2019]

Possible Example

Generative Adversarial Networks

https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html

https://github.com/jpowie01/DCGAN_CelebA
https://github.com/joeylitalien/celeba-gan-pytorch