Bayesian deep learning for cosmic volumes with modified gravity

Home

All issues

Volume 684 (April 2024)

A&A, 684 (2024) A100

Full HTML

Open Access

Table 3.

Metrics for the test set for all BNNs architectures.

Metrics	FullB-SeResNet18						BLL-SeResNet18
	Ω_m	h	σ₈	0.1log₁₀\|f_R0\|	Ω_mh²		Ω_m	h	σ₈	0.1log₁₀\|f_R0\|	Ω_mh²
MSE ↓	0.001	0.01	0.0007	0.003	0.0009	0.0008	0.003	0.013	0.0012	0.0035	0.0009	0.0013
r² ↑	0.86	0.15	0.94	0.04	0.85	0.93	0.80	0.03	0.90	0.008	0.85	0.89
UCE ↓	0.07	0.07	0.08	0.02	0.08	0.12	0.03	0.3	0.08	0.05	0.022	0.15
AV-MSE ↓	0.0043						0.0051
NLL ↓	−99.21						−3.38
Inf. time [ms]	397						290

Metrics	FullB-ResNet18						BLL-ResNet18
	Ω_m	h	σ₈	0.1log₁₀\|f_R0\|	Ω_mh²		Ω_m	h	σ₈	0.1log₁₀\|f_R0\|	Ω_mh²

MSE ↓	0.001	0.01	0.0007	0.003	0.001	0.0008	0.0025	0.012	0.0015	0.003	0.0015	0.001
r² ↑	0.86	0.15	0.95	0.04	0.83	0.93	0.82	0.10	0.89	0.05	0.75	0.92
UCE ↓	0.07	0.09	0.09	0.01	0.08	0.20	0.014	0.078	0.09	0.07	0.024	0.14
AV-MSE ↓	0.0043						0.0048
NLL ↓	−95.12						−3.34
Inf. time [ms]	345						262

Notes. Top: SeResNet18. Bottom: ResNet18. High UCE values indicate miscalibration. The bold text is the minimum (maximum) value, ↓ (↑) as indicated in the metric name, among the different parameters.

Current usage metrics show cumulative count of Article Views (full-text article views including HTML views, PDF and ePub downloads, according to the available data) and Abstracts Views on Vision4Press platform.

Data correspond to usage on the plateform after 2015. The current usage metrics is available 48-96 hours after online publication and is updated daily on week days.

Initial download of the metrics may take a while.