Oxford

Fredrik K. Gustafsson

Elite
@fregu856

Postdoc | Machine Learning for Healthcare

deeplabv3. PyTorch implementation of DeepLabV3, trained on the Cityscapes dataset.

815

papers. I categorize, annotate and write comments for all research papers I read (550+ papers since 2018).

414

3DOD_thesis. 3D Object Detection for Autonomous Driving in PyTorch, trained on the KITTI dataset.

285

segmentation. TensorFlow implementation of ENet, trained on the Cityscapes dataset.

244

evaluating_bdl. Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", CVPR Workshops 2020.

134

2D_detection. TensorFlow implementation of SqueezeDet, trained on the KITTI dataset.

131

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).

105

CS224n_project. Neural Image Captioning in TensorFlow.

65

ebms_3dod. Official implementation of "Accurate 3D Object Detection using Energy-Based Models", CVPR Workshops 2021.

59

regression_uncertainty. Official implementation of "How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts?", TMLR 2023.

19

ebms_proposals. Official implementation of "Learning Proposals for Practical Energy-Based Regression", AISTATS 2022.

13

Sommarprojekt16. Python

10

SignalMC-MED. Official implementation of "SignalMC-MED: A Multimodal Benchmark for Evaluating Biosignal Foundation Models on Single-Lead ECG and PPG", 2026.

7

Summer17. Makefile

6

CS-229. Python

3

skalman. Makefile

3

fregu856.github.io. HTML

3

TSRT10. Makefile

2

pytorch-deeplab-xception. DeepLab v3+ model in PyTorch. Support different backbones.

1

Awesome-CV. Awesome CV is LaTeX template for your outstanding job application

1

ORB_SLAM2. Real-Time SLAM for Monocular, Stereo and RGB-D Cameras, with Loop Detection and Relocalization Capabilities

1

openpose. OpenPose: A Real-Time Multi-Person Keypoint Detection And Multi-Threading C++ Library

1
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