Pre-trained Model
Convolutional Neural Networks (ImageNet)
ResNet-18
[Uploading to the university cloud drive. Coming Soon]
ResNet-34
[Uploading to the university cloud drive. Coming Soon]
ResNet-50
[A8W8] QDrop + AdaRound [Checkpoint] [Accuracy = 76.00]
[A8W8] QDrop + MinMaxChannel [Checkpoint] [Accuracy = 76.21]
[A8W8] LSQ + MinMaxChannel [Checkpoint] [Accuracy = 76.26]
[A8W8] LSQ + AdaRound [Checkpoint] [Accuracy = 75.98]
Vision Transformer (ImageNet)
ViT-Tiny-Patch16-224
[A8W8] LSQ + AdaRound [Checkpoint)] [Accuracy = 81.10]
[A8W8] LSQ + MinMaxChannel [Checkpoint] [Accuracy = 80.99]
[A8W8] LSQ-TokenWise + AdaRound [Checkpoint] [Accuracy = 80.34]
[A8W8] LSQ-TokenWise + MinMaxChannel [Checkpoint] [Accuracy = 80.24]
[A8W8] MinMaxToken + MinMaxChannel [Checkpoint] [Accuracy = 80.05]
[A8W8] QDrop + AdaRound [Checkpoint] [Accuracy = 81.07]
[A8W8] QDrop-TokenWise + AdaRound [Checkpoint] [Accuracy = 80.16]
[A8W8] QDrop-TokenWise + MinMaxChannel [Checkpoint] [Accuracy = 80.31]
[A8W8] SmoothQuant + SmoothQuantChannelWise [Checkpoint] [Accuracy = 76.66]
[A8W8] SmoothQuant-TokenWise + SmoothQuantChannelWise [Checkpoint] [Accuracy = 79.99]
ViT-Small-Patch16-224
[Uploading to the university cloud drive. Coming Soon]
ViT-Base-Patch16-224
[Uploading to the university cloud drive. Coming Soon]