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Exploring Semi-supervised Learning for Audio-based COVID-19…
https://mobile-systems.cl.cam.ac.uk/papers/interspeech22.pdf5 Sep 2022: While the most commonly used test tools for COVID-19detection such as polymerase chain reaction (PCR) tests [1, 2]and lateral flow device antigen (LFD) tests [3] are effective, dig-ital ... patients. However, their audio recordings can be available -
Uncertainty Estimation with Data Augmentationfor Active Learning…
https://mobile-systems.cl.cam.ac.uk/papers/embc23-vavaroutas.pdf19 May 2023: The mean ofthe accuracy values resulting from these datasets and theoriginal test dataset is significantly more robust. ... Ver-. cauteren, “Test-Time Augmentation with Uncertainty Estimation forDeep Learning-Based Medical Image Segmentation,” MIDL, -
Embracing the Imaginary:Deep Complex-valued Networks for Heart Murmur …
https://mobile-systems.cl.cam.ac.uk/papers/cinc23.pdf2 Nov 2023: On the patient-independent test set ofthe PhysioNet 2022 Challenge dataset, a complex-valuedtreatment of two neural network architectures — includ-ing HMS-Net, the winning model of PhysioNet 2022 —leads to ... This discrepancywith the reported -
Exploring On-Device Learning Using Few Shots forAudio Classification…
https://mobile-systems.cl.cam.ac.uk/papers/euspico22.pdf24 Aug 2022: Wealso tried cases where number of train ways can be higherthan test ways such as 4 (train) and 2 (test). ... The query set iscomposed of 15 samples for testing and 5 for training per way.We randomly sample 5000 training tasks, 1000 validation tasksand -
Proceedings of Machine Learning Research 219:1–26, 2023 Machine…
https://mobile-systems.cl.cam.ac.uk/papers/mlhc23.pdf21 Jul 2023: Alternatively, submaximalVO2max tests (Gonzales et al., 2020b) have been proposed to capture fitness levels. ... b) Right figure shows the predictiondistribution of the BBVS test set from different methods. -
Emotion Recognition from Speech Signals byMel-Spectrogram and a…
https://mobile-systems.cl.cam.ac.uk/papers/EMBC24.pdf2 May 2024: Unlike the RAVDESS dataset, where theemotions are expressed by actors, a variety of mood inductionprocedures are used in the DEMoS dataset followed by aperception test, making it more authentic. -
ROBUST AND EFFICIENT UNCERTAINTY AWARE BIOSIGNAL CLASSIFICATIONVIA…
https://mobile-systems.cl.cam.ac.uk/papers/icassp22-qendro.pdf22 Apr 2022: Table 3: Classification and uncertainty results. Entries aremean and standard deviation over 3 random splits of test data.Best results are indicated in bold. ... FLOPs: number of floating point opera-tions (Giga). Time: average inference time over test -
Detecting Foot Strikes during Running with Earbuds
https://mobile-systems.cl.cam.ac.uk/papers/bodysys24-dong.pdf2 May 2024: test, where only one user is iteratively selected for testingwhile the remaining subjects are for training. ... 4.2 Comparison of Features: MFCC vs. FFT. 4.3 Individual Performance. 4.4 Performance of Leave-one-out Test. -
Uncertainty Quantification in Federated Learning for Heterogeneous…
https://mobile-systems.cl.cam.ac.uk/papers/FL-KDD23.pdf14 Jul 2023: 101. 102. 103. Num. ber. of S. ampl. esTrain Test. (b) Client 2. ... 30. 40. Num. ber. of S. ampl. es. Train Test. (a) Client 1. -
Modeling with Homophily Driven Heterogeneous Data in Gossip Learning…
https://mobile-systems.cl.cam.ac.uk/papers/ijcai23.pdf1 Jun 2023: 0 100 200 300# Global rounds. 0.20.40.60.81.0. Test. acc. urac. y. ... 0 50 100 150# Global rounds. 0.20.40.60.81.0. Test. acc. urac. y.
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