Fredrik K. Gustafsson
Fredrik K. Gustafsson
3DOD_thesis
3D Object Detection for Autonomous Driving in PyTorch, trained on the KITTI dataset.
deeplabv3
PyTorch implementation of DeepLabV3, trained on the Cityscapes dataset.
evaluating_bdl
Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.
2D_detection
TensorFlow implementation of SqueezeDet, trained on the KITTI dataset.
segmentation
TensorFlow implementation of ENet, trained on the Cityscapes dataset.
papers
I categorize, annotate and write comments for all research papers I read (390+ papers since 2018).
ebms_regression
Official implementation of "Energy-Based Models for Deep Probabilistic Regression" (ECCV 2020) and "How to Train Your Energy-Based Model for Regression" (BMVC 2020).
ebms_3dod
Official implementation of "Accurate 3D Object Detection using Energy-Based Models", CVPR Workshops 2021.
CS224n_project
Neural Image Captioning in TensorFlow.
regression_uncertainty
Official implementation of "How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts?", TMLR 2023.