Extensive experiments show that our method handily out- performs existing dataset distillation methods as well as coreset selection methods on standard datasets, including CIFAR-10, CIFAR-100, and Tiny ImageNet. For example, we achieve 46.3% with a single image per class and ...
In this section, we conduct experiments on two widely adopted datasets to evaluate the performance of our model. First, we briefly describe the utilized datasets, evaluation metrics, and implementation details. Next, we compare the performance of our deep network with that of a shallow network, ...
We design experiments by decoupling the foreground and background in the distillation. Surprisingly, as shown in Tab. 1, the performance of distillation on the foreground and background together is the worst, even worse than only us- ing foreground or background. This phenomenon suggest...
To overcome this challenge, structural distillation approaches have been developed. Wang et al. highlight the impact of the model’s head on its backbone, demonstrating both homogeneous and heterogeneous knowledge distillation through modifications in architectural design, thus eliminating the need for sup...
1g–i). In addition, membrane filtration experiments were conducted to further demonstrate the distinct wetting resistance among the pristine and processed PVDF membranes. The membranes were sandwiched between two vertical glass tubes. A 12-cm column of water + 30% ethanol (see Supplementary ...
Lactic acid purification by reactive distillation system using design of experiments, Chemical Engineering and Processing: Process Intensification, 95, 26-30.Komesu, A., Martins, M. P. F., Lunelli, B. H., Maciel, F. R., and Wolf, M. M. R. 2015. "Lactic Acid Purification by Reactive...
Multi-scale Aggregation Block (MAB) is the basic component of ASRN, which is the key to building a modular model. In this section, we provide a series of experiments to illustrate the effectiveness of MAB. (1) MAB is essentially a multi-scale feature extraction block, which integrates the...
Rotary evaporator is the necessary basic instrument for chemical industry, medicine industry, institutions of higher learning and scientific research laboratory and other units, it is the main means for manufacturing and analyzing experiments when they do extractio...
(3) Extensive experiments demonstrate that Distillation+Retrospection can bring consistent improvements over the baselines and outperform Learning without Forgetting [15] by a large margin. For example, on ImageNet which comes as the first task in the five-task scenario, the final accuracy by ...
X.F. and B.W. conceived the research and supervised the project. S. Zhao and C.J. developed the COF films synthesis, conducted the experiments, designed measurement devices and analysed the experimental results. J.F., F.W. and H.W. performed the theoretical calculations. S.H., Y.L.,...