ContraD
DETReg
| ContraD | DETReg | |
|---|---|---|
| 1 | 1 | |
| 189 | 332 | |
| - | - | |
| 0.0 | 2.8 | |
| over 2 years ago | 10 months ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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ContraD
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[D] What is the smallest dataset you styleGAN2 trained?
Well, I've been trying to train a 1024 GAN from scratch on stylegan2-ada-pytorch with a small dataset 300 samples of not so diversity in images of painting faces. Fact is that on first try FID went as low as 71 and started deteriorating. Now I x-flip augmented the dataset (700 images) and at 900kimg FID went 64 but I doubt it will get lower. I lowered the learning rate to 0.0001 as they say it might help... Recently found this way of dataset augmentation... probably will use this https://github.com/jh-jeong/ContraD
DETReg
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Researchers From Tel Aviv University, UC Berkeley and NVIDIA Introduce ‘DETReg’, A Novel Unsupervised AI For Object Detection
Codes: https://github.com/amirbar/DETReg
What are some alternatives?
stylegan2-ada-pytorch - StyleGAN2-ADA - Official PyTorch implementation
HyperGAN - Composable GAN framework with api and user interface
co-mod-gan - [ICLR 2021, Spotlight] Large Scale Image Completion via Co-Modulated Generative Adversarial Networks
protein-bert-pytorch - Implementation of ProteinBERT in Pytorch
similarity - TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
student-teacher-anomaly-detection - Student–Teacher Anomaly Detection with Discriminative Latent Embeddings
pytorch-CycleGAN-and-pix2pix - Image-to-Image Translation in PyTorch
autogluon - Fast and Accurate ML in 3 Lines of Code
LinkDist - Distillation Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages.
SSD-pytorch - SSD: Single Shot MultiBox Detector pytorch implementation focusing on simplicity
AdamP - AdamP: Slowing Down the Slowdown for Momentum Optimizers on Scale-invariant Weights (ICLR 2021)
pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs