Dual-Constraint Optimization of Mouse V1 Modeling: Integrating Sparsity and Excitation-Inhibition Balance for Improved Representational Similarity With DNNs.
The optimized MV1M is evaluated by comparing it with 32 ImageNet-1K pretrained deep neural networks (DNNs) across architectural families using layerwise representational similarity analysis (RSA), showing that the optimized MV1M achieves stronger representational alignment with DNNs than both randomly initialized and o...