Bachelor's thesis work on Uncertainty in neural network classifiers
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Updated
Jun 1, 2021 - Python
Bachelor's thesis work on Uncertainty in neural network classifiers
Efficient and User-Friendly Time Series Analysis Library for PyOpenTS with pytorch compatibility.
Paper: Towards Open-Set Face Recognition using Hashing Functions (IJCB'17)
Interactive Skeleton Based Few Shot Action Recognition
Tensorflow Implementation on Paper [AAAI2020]Semi-Supervised Learning under Class Distribution Mismatch
A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. Calibrate your model to produce enhanced uncertainty estimations. Detect out-of-distribution data using the defined score type and threshold.
Code release for Mind the Gap: Enlarging the Domain Gap in Open Set Domain Adaptation (TCSVT 2023)
Open-Set Recognition Using Intra-Class Splitting
A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increase inference time) without repetitive model training, hyperparameter tuning, or collecting additional data.
[CVPR 2022 Oral] Towards Open Set Temporal Action Localization
[CVPR 2021] Exemplar-Based Open-Set Panoptic Segmentation Network (EOPSN)
A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference time) and detection without classification accuracy drop, hyperparameter tuning, or collecting additional data.
Open Set Recognition
Code and data for the research paper "Towards Open Set Deep Networks" A Bendale, T Boult, CVPR 2016
API for Grounding DINO 1.5: IDEA Research's Most Capable Open-World Object Detection Model Series
Pytorch implementation for "Large-Scale Long-Tailed Recognition in an Open World" (CVPR 2019 ORAL)
API for T-Rex2: Towards Generic Object Detection via Text-Visual Prompt Synergy
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