IndraLab

Statements

CALM1 binds SAM. 11 / 11
| 11
sparser
"The simpler spatial attention mechanism in SAM-CAM yields excellent results, suggesting that the model emphasized spatial features in the image data while relying on channel-based adjustments for indicators."
40363361
sparser
"All tests of SAM-CAM differences were replicated, as were the SAM-alcohol alone comparisons for the infrequent SAM group."
31944787
sparser
"0056) for experiencing eight of the nine consequences, with the only exception that social and risk-related consequences did not differ for the SAM-CAM comparison only."
31944787
sparser
"The SAM-CAM configuration achieves the highest accuracy (92.76%), improving by 3.17% over CAM-CAM (the lowest accuracy)."
40363361
sparser
"SAM-CAM also outperforms other configurations in F1-score (0.8095), with an improvement of 0.0679 over CAM-CAM (0.7416, the lowest)."
40363361
sparser
"The SAM-to-CAM synapses were formed by a variety of swellings of the SAM neuritic trunk, containing clear, small vesicle-filled profiles synapsing onto clear postsynaptic profiles of the CAM twigs ( xref )."
37410519
sparser
"In contrast, the approach of using channel attention followed by spatial attention (CAM-SAM) offers distinct advantages compared to the serial connection of spatial attention followed by channel attention."
39409474
sparser
"xref compares ResNeXt50+IPAM (CAM-SAM in parallel) with the CAM and SAM of IPAM connected serially (CAM-SAM)."
39409474
sparser
"Overall, SAM-CAM delivers the best performance, highlighting the complementary roles of spatial features from RGB data and channel features from indicator data for Benggang classification."
40363361
sparser
"The combined CBAM ( xref ) dynamically learns both channel-wise and spatial attention distributions through the synergistic interaction of CAM and SAM, thereby improving feature extraction efficiency and network representational capacity, ultimately optimizing model performance ( xref , xref )."
41200484
sparser
"Findings supported our hypothesis that marijuana-specific risk factors (e.g. how wrong it is to use marijuana) rather than alcohol-specific risk factors were associated with both SAM and CAM compared to alcohol use only among drinkers in this sample."
34583272