Quantization on ImageNet

Metric: Top-1 Accuracy (%) (higher is better)

LeaderboardDataset

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Results

#	Model↕	Top-1 Accuracy (%)▼	Augmentations	Paper	Date↕	Code
1	FQ-ViT (ViT-L)	85.03	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
2	FQ-ViT (ViT-B)	83.31	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
3	FQ-ViT (Swin-B)	82.97	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
4	FQ-ViT (Swin-S)	82.71	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
5	FQ-ViT (DeiT-B)	81.2	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
6	FQ-ViT (Swin-T)	80.51	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
7	FQ-ViT (DeiT-S)	79.17	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
8	Xception W8A8	78.972	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
9	ADLIK-MO-ResNet50-W4A4	77.878	No	Learned Step Size Quantization	2019-02-21	Code
10	ADLIK-MO-ResNet50-W3A4	77.34	No	Learned Step Size Quantization	2019-02-21	Code
11	EfficientNet-B0 ReLU W8A8	77.092	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
12	ResNet50-W4A4 (paper)	76.7	No	Learned Step Size Quantization	2019-02-21	Code
13	EfficientNet-B0-W8A8	76.4	No	HMQ: Hardware Friendly Mixed Precision Quantizat...	2020-07-20	Code
14	EfficientNet-B0-W4A4	76	No	HMQ: Hardware Friendly Mixed Precision Quantizat...	2020-07-20	Code
15	ResNet50-W3A4	75.45	No	HMQ: Hardware Friendly Mixed Precision Quantizat...	2020-07-20	Code
16	EfficientNet-B0 W8A8	74.216	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
17	MPT (80) +BN	74.03	No	Multi-Prize Lottery Ticket Hypothesis: Finding A...	2021-03-17	Code
18	EfficientNet-W4A4	73.8	No	LSQ+: Improving low-bit quantization through lea...	2020-04-20	Code
19	DenseNet-121 W8A8	73.356	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
20	MixNet-W4A4	71.7	No	LSQ+: Improving low-bit quantization through lea...	2020-04-20	Code
21	FQ-ViT (DeiT-T)	71.61	No	FQ-ViT: Post-Training Quantization for Fully Qua...	2021-11-27	Code
22	UniQ (Ours)	71.5	No	Training Multi-bit Quantized and Binarized Netwo...	2021-04-01	Code
23	MobileNetV2 W8A8	71.46	No	HPTQ: Hardware-Friendly Post Training Quantization	2021-09-19	Code
24	MobileNetV2	70.9	No	HMQ: Hardware Friendly Mixed Precision Quantizat...	2020-07-20	Code
25	MobileNet-v1 + EWGS + R2Loss	69.79	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
26	MobileNet-v1 + LSQ + R2Loss	69.64	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
27	ResNet-18 + PACT + R2Loss	68.45	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-