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update elastictrainer page
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HelloKevin07 committed Aug 29, 2023
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Expand Up @@ -106,7 +106,7 @@ the selection problem via dynamic programming.
![ElasticTrainer System Overview](2023-elastictrainer/elastictrainer-system-overview.png)

## Experimental Results
We implement ElasticTrainer on Nvidia Jetson TX2 and Raspberry Pi 4B embedded devices. We conduct extensive experiments with popular NN models (e.g., ResNet and Vision Transformer) and on difficult fine-grained image classification datasets.
We implement ElasticTrainer on Nvidia Jetson TX2 and Raspberry Pi 4B embedded devices. We conduct extensive experiments with popular NN models (e.g., ResNet and Vision Transformer) and on difficult fine-grained image classification datasets (e.g., CUB-200 and Oxford-IIIT Pet).

**ElasticTrainer trains NN faster and converges to better accuracy!**

Expand All @@ -116,11 +116,11 @@ We implement ElasticTrainer on Nvidia Jetson TX2 and Raspberry Pi 4B embedded de

![ElasticTrainer with Different Speedup Objectives](2023-elastictrainer/elastictrainer-objective.PNG)

**ElasticTrainer can be applied to different NN model structures**
**ElasticTrainer can be applied to different NN model structures!**

![ElasticTrainer with NN Models](2023-elastictrainer/elastictrainer-models.PNG)

**ElasticTrainer is indeed elastic at runtime! Its selected tensor shows elastic patterns**
**ElasticTrainer is indeed elastic at runtime! Its selected tensor shows elastic patterns!**

![ElasticTrainer's Selection Behavior](2023-elastictrainer/elastictrainer-behavior.PNG)

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