Model Compression on ImageNet

Metric: Top-1 (higher is better)

LeaderboardDataset

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#	Model↕	Top-1▼	Augmentations	Paper	Date↕	Code
1	ADLIK-MO-ResNet50+W4A4	77.878	No	Learned Step Size Quantization	2019-02-21	Code
2	ADLIK-MO-ResNet50+W3A4	77.34	No	Learned Step Size Quantization	2019-02-21	Code
3	ResNet-18 + 4bit-1dim model compression using DKM	70.52	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
4	MobileNet-v1 + 4bit-1dim model compression using DKM	69.63	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
5	ResNet-18 + 2bit-1dim model compression using DKM	68.63	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
6	MobileNet-v1 + 2bit-1dim model compression using DKM	67.62	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
7	ResNet-18 + 4bit-4dim model compression using DKM	66.1	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
8	ResNet-18 + 2bit-2dim model compression using DKM	64.7	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
9	MobileNet-v1 + 4bit-4dim model compression using DKM	61.4	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
10	ResNet-18 + 1bit-1dim model compression using DKM	59.7	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
11	MobileNet-v1 + 2bit-2dim model compression using DKM	53.99	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-
12	MobileNet-v1 + 1bit-1dim model compression using DKM	52.58	No	R2 Loss: Range Restriction Loss for Model Compre...	2023-03-14	-

#1ADLIK-MO-ResNet50+W4A4SOTA
77.878
Top-1· 2019-02-21
Learned Step Size Quantization Code
#2ADLIK-MO-ResNet50+W3A4
77.34
Top-1· 2019-02-21
Learned Step Size Quantization Code
#3ResNet-18 + 4bit-1dim model compression using DKM
70.52
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#4MobileNet-v1 + 4bit-1dim model compression using DKM
69.63
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#5ResNet-18 + 2bit-1dim model compression using DKM
68.63
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#6MobileNet-v1 + 2bit-1dim model compression using DKM
67.62
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#7ResNet-18 + 4bit-4dim model compression using DKM
66.1
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#8ResNet-18 + 2bit-2dim model compression using DKM
64.7
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#9MobileNet-v1 + 4bit-4dim model compression using DKM
61.4
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#10ResNet-18 + 1bit-1dim model compression using DKM
59.7
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#11MobileNet-v1 + 2bit-2dim model compression using DKM
53.99
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization
#12MobileNet-v1 + 1bit-1dim model compression using DKM
52.58
Top-1· 2023-03-14
R2 Loss: Range Restriction Loss for Model Compression and Quantization