Quantization on ImageNet

Metric: Activation bits (higher is better)

LeaderboardDataset

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#	Model↕	Activation bits▼	Augmentations	Paper	Date↕	Code
1	FQ-ViT (ViT-L)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
2	FQ-ViT (ViT-B)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
3	FQ-ViT (Swin-B)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
4	FQ-ViT (Swin-S)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
5	FQ-ViT (DeiT-B)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
6	FQ-ViT (Swin-T)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
7	FQ-ViT (DeiT-S)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
8	Xception W8A8	8	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
9	EfficientNet-B0 ReLU W8A8	8	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
10	EfficientNet-B0-W8A8	8	No	HMQ: Hardware Friendly Mixed Precision Quantizat...	2020-07-20	Code
11	EfficientNet-B0 W8A8	8	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
12	DenseNet-121 W8A8	8	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
13	FQ-ViT (DeiT-T)	8	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
14	MobileNetV2 W8A8	8	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
15	ADLIK-MO-ResNet50-W4A4	4	No	Learned Step Size Quantization	2019-02-21	Code
16	ADLIK-MO-ResNet50-W3A4	4	No	Learned Step Size Quantization	2019-02-21	Code
17	ResNet50-W4A4 (paper)	4	No	Learned Step Size Quantization	2019-02-21	Code
18	EfficientNet-B0-W4A4	4	No	HMQ: Hardware Friendly Mixed Precision Quantizat...	2020-07-20	Code
19	ResNet50-W3A4	4	No	HMQ: Hardware Friendly Mixed Precision Quantizat...	2020-07-20	Code
20	EfficientNet-W4A4	4	No	LSQ+: Improving low-bit quantization through lea...	2020-04-20	Code
21	MixNet-W4A4	4	No	LSQ+: Improving low-bit quantization through lea...	2020-04-20	Code
22	ResNet-18 + PACT + R2Loss	4	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-

#1FQ-ViT (ViT-L)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#2FQ-ViT (ViT-B)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#3FQ-ViT (Swin-B)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#4FQ-ViT (Swin-S)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#5FQ-ViT (DeiT-B)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#6FQ-ViT (Swin-T)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#7FQ-ViT (DeiT-S)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#8Xception W8A8
8
Activation bits· 2021-09-19
HPTQ: Hardware-Friendly Post Training Quantization Code
#9EfficientNet-B0 ReLU W8A8
8
Activation bits· 2021-09-19
HPTQ: Hardware-Friendly Post Training Quantization Code
#10EfficientNet-B0-W8A8SOTA
8
Activation bits· 2020-07-20
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs Code
#11EfficientNet-B0 W8A8
8
Activation bits· 2021-09-19
HPTQ: Hardware-Friendly Post Training Quantization Code
#12DenseNet-121 W8A8
8
Activation bits· 2021-09-19
HPTQ: Hardware-Friendly Post Training Quantization Code
#13FQ-ViT (DeiT-T)
8
Activation bits· 2021-11-27
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer Code
#14MobileNetV2 W8A8
8
Activation bits· 2021-09-19
HPTQ: Hardware-Friendly Post Training Quantization Code
#15ADLIK-MO-ResNet50-W4A4SOTA
4
Activation bits· 2019-02-21
Learned Step Size Quantization Code
#16ADLIK-MO-ResNet50-W3A4
4
Activation bits· 2019-02-21
Learned Step Size Quantization Code
#17ResNet50-W4A4 (paper)
4
Activation bits· 2019-02-21
Learned Step Size Quantization Code
#18EfficientNet-B0-W4A4
4
Activation bits· 2020-07-20
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs Code
#19ResNet50-W3A4
4
Activation bits· 2020-07-20
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs Code
#20EfficientNet-W4A4
4
Activation bits· 2020-04-20
LSQ+: Improving low-bit quantization through learnable offsets and better initialization Code
#21MixNet-W4A4
4
Activation bits· 2020-04-20
LSQ+: Improving low-bit quantization through learnable offsets and better initialization Code
#22ResNet-18 + PACT + R2Loss
4
Activation bits· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization