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🔥CNN Structured Pruning Leaderboard

Welcome to our dedicated site for the survey paper: "Structured Pruning for Deep Convolutional Neural Networks: A Survey". Our survey is accepted by IEEE T-PAMI. Links include arXiv and IEEE Xplore.

Github Repo: Awesome Pruning: A curated list of neural network pruning resources.

This platform serves as a repository and visual representation of the benchmarks from studies covered in our survey.

Here, you can explore the reported accuracy and FLOPs metrics from various papers, providing an at-a-glance view of the advancements and methodologies in the domain of structured pruning.

If you find this website helpful, please consider citing our paper 😊

BibTeX

Guide to use this leaderboard

Sections

We divide the webpage into below sections:

Dataset Tabs
Query Section
Data Plotting
Data Table

More detailed functions are explained in the following sections.

Search by below options:

Model

Method

Year

Section

Baseline Accuracy

E.g., 90 means search for baseline accuracy > 90%.

Accuracy After Pruning

E.g., 90 means search for accuracy after pruning > 90%.

Accuracy Drop

E.g., 2 means search for accuracy drop < 2%.

Baseline FLOPs

E.g., 100 means search for baseline FLOPs < 100M.

FLOPs After Pruning

E.g., 100 means search for FLOPs after pruning < 100M.

FLOPs Drop

E.g., 50 means search for FLOPs drop > 50%.

Baseline Parameters

E.g., 10 means search for baseline parameters < 10M.

Parameters after Pruning

E.g., 10 means search for parameters after pruning < 10M.

Parameters Drop

E.g., 50 means search for parameters drop by > 50%.

Section	Year	Method	Model	Acc	Acc Pruned	Acc ↓ (%)	FLOPs (M)	FLOPs Pruned (M)	FLOPs ↓ (%)	Params (M)	Params Pruned (M)	Params ↓ (%)
2.6.1	2022	AutoCompress	PreResNet-101	94.81	94.85	-0.04	253.15	1232.04	19.07	44.54	31.18	20.19

Section	Year	Method	Model	Acc	Acc Pruned	Acc ↓ (%)	FLOPs (M)	FLOPs Pruned (M)	FLOPs ↓ (%)	Params (M)	Params Pruned (M)	Params ↓ (%)
2.6.1	2022	DECORE	DenseNet-40	94.81	94.85	-0.04	283	229.02	19.07	1.04	0.83	20.19
2.4.1	2022	SOSP	DenseNet-40	94.58	94.42	0.16	283	220.66	22.03	1.04	0.71	32.21
2.4.1	2022	SOSP	DenseNet-40	94.58	94.41	0.17	283	209.02	26.14	1.04	0.68	34.78
2.3.1	2017	NS	DenseNet-40	93.89	94.81	-0.92	283	202.29	28.52	1.04	0.67	35.29
2.3.2	2019	GAL	DenseNet-40	94.81	94.29	0.52	283	182.97	35.35	1.04	0.67	35.58
2.3.2	2019	GAL	DenseNet-40	94.81	94.61	0.2	283	182.97	35.35	1.04	0.67	35.58
2.6.1	2022	DECORE	DenseNet-40	94.81	94.59	0.22	283	171.41	39.43	1.04	0.56	46.15
2.2.1	2020	HRank	DenseNet-40	94.81	94.24	0.57	283	168	40.63	1.04	0.66	36.54
2.7.2	2020	Hinge	DenseNet-40	94.74	94.67	0.07	283	157.35	44.4	1.04	0.75	27.54
2.4.2	2019	VP	DenseNet-40	94.11	93.16	0.95	283	156.55	44.68	1.04	0.42	59.62
2.7.2	2021	CC	DenseNet-40	94.81	94.67	0.14	283	150	47	1.04	0.5	51.92
2.6.1	2022	DECORE	DenseNet-40	94.81	94.04	0.77	283	128.17	54.71	1.04	0.37	64.42
2.3.2	2019	GAL	DenseNet-40	94.81	93.53	1.28	283	128.15	54.72	1.04	0.45	56.73
2.3.2	2019	GAL	DenseNet-40	94.81	94.5	0.31	283	128.15	54.72	1.04	0.45	56.73
2.3.1	2017	NS	DenseNet-40	93.89	94.35	-0.46	283	127.43	54.97	1.04	0.36	65.69
2.4.3	2019	C-SGD	DenseNet-40	93.81	94.44	-0.63	283	113.06	60.05	1.04
2.7.2	2021	CC	DenseNet-40	94.81	94.4	0.41	283	112	60.42	1.04	0.37	64.42
2.2.1	2020	HRank	DenseNet-40	94.81	93.68	1.13	283	110.54	60.94	1.04	0.48	53.85
2.3.1	2020	SCP	DenseNet-40	94.39	93.77	-0.62	283	82.72	70.77	1.04	0.26	75.41
2.3.2	2019	GAL	DenseNet-40	94.81	91.9	2.91	283	80.91	71.41	1.04	0.26	75
2.3.2	2019	GAL	DenseNet-40	94.81	93.23	1.58	283	80.91	71.41	1.04	0.26	75
2.6.1	2022	DECORE	GoogLeNet	95.05	95.2	-0.15	1535	1232.04	19.74	6.17	4.75	23.09
2.3.2	2019	GAL	GoogLeNet	95.05	93.93	1.12	1535	949.28	38.16	6.17	3.13	49.27
2.3.2	2019	GAL	GoogLeNet	95.05	94.56	0.49	1535	949.28	38.16	6.17	3.13	49.27
2.7.2	2021	CC	GoogLeNet	95.05	95.18	-0.13	1535	767.5	50	6.17	2.84	53.98
2.2.1	2020	HRank	GoogLeNet	95.05	94.53	0.52	1535	696.81	54.61	6.17	2.75	55.45
2.7.2	2021	CC	GoogLeNet	95.05	94.88	0.17	1535	616.02	59.87	6.17	2.27	63.25
2.6.3	2020	ABCPruner	GoogLeNet	95.05	94.84	0.21	1535	513.34	66.56	6.17	2.46	60.13
2.1.2	2022	EPruner	GoogLeNet	95.05	94.99	0.06	1535	501.02	67.36	6.17	2.22	64.02
2.1.2	2022	CLR-RNF	GoogLeNet	95.03	94.85	0.18	1535	492.73	67.9	6.17	2.18	64.7
2.2.1	2020	HRank	GoogLeNet	95.05	94.07	0.98	1535	454.44	70.39	6.17	1.87	69.76
2.6.1	2022	DECORE	GoogLeNet	95.05	94.51	0.54	1535	333.26	78.29	6.17	1.17	80.98
2.6.1	2022	DECORE	GoogLeNet	95.05	94.33	0.72	1535	232.27	84.87	6.17	0.86	86.02
2.3.1	2020	EagleEye	MobileNet-V1		91.89		34.2	26.5	22.51	4.2
2.2.3	2018	DCP	MobileNet-V1	93.96	94.37	-0.41	34.2	19.54	42.86	4.2	2.94	30.07
2.3.1	2020	EagleEye	MobileNet-V1		91.44		34.2	12.1	64.62	4.2
2.6.2	2022	DAIS	MobileNet-V1	90.87	91.87	-1	34.2	11.42	66.6	4.2
2.5.2	2022	FTWT	MobileNet-V1	90.89	91.21	-0.32	34.2	7.52	78	4.2
2.3.1	2020	EagleEye	MobileNet-V1		88.01		34.2	3.3	90.35	4.2
2.7.3	2022	DPP	MobileNet-V1	93.78	93.96	-0.18	34.2			4.2	1.57	62.7
2.2.3	2018	DCP	MobileNet-V2	94.47	94.69	-0.22	89	65.44	26.47	3.5	2.67	23.66
2.3.2	2022	WhiteBox	MobileNet-V2	95.02	95.28	-0.26	89	63.01	29.2	3.5

Draw with

Draw with [model, section, year]

Model Section Year

Set x-axis

Set x-axis to [FLOPs after pruning, FLOPs drop (%)]

FLOPs ↓ (%) FLOPs Pruned (M)

Plot of Accuracy Change (%)

Plot of Accuracy After Pruing

sec	year	method	model	acc	acc-pruned	acc-change	flops	flops-pruned	flops-drop	param	param-pruned	param-drop	dataset
2.6.1	2022	AutoCompress	PreResNet-101	94.81	94.85	-0.04	253.15	1232.04	19.07	44.54	31.18	20.19	cifar10

sec	year	method	model	acc	acc-pruned	acc-change	flops	flops-pruned	flops-drop	param	param-pruned	param-drop	dataset
2.6.1	2022	DECORE	DenseNet-40	94.81	94.85	-0.04	283	229.02	19.07	1.04	0.83	20.19	cifar10
2.4.1	2022	SOSP	DenseNet-40	94.58	94.42	0.16	283	220.66	22.03	1.04	0.71	32.21	cifar10
2.4.1	2022	SOSP	DenseNet-40	94.58	94.41	0.17	283	209.02	26.14	1.04	0.68	34.78	cifar10
2.3.1	2017	NS	DenseNet-40	93.89	94.81	-0.92	283	202.29	28.52	1.04	0.67	35.29	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	94.29	0.52	283	182.97	35.35	1.04	0.67	35.58	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	94.61	0.2	283	182.97	35.35	1.04	0.67	35.58	cifar10
2.6.1	2022	DECORE	DenseNet-40	94.81	94.59	0.22	283	171.41	39.43	1.04	0.56	46.15	cifar10
2.2.1	2020	HRank	DenseNet-40	94.81	94.24	0.57	283	168	40.63	1.04	0.66	36.54	cifar10
2.7.2	2020	Hinge	DenseNet-40	94.74	94.67	0.07	283	157.35	44.4	1.04	0.75	27.54	cifar10
2.4.2	2019	VP	DenseNet-40	94.11	93.16	0.95	283	156.55	44.68	1.04	0.42	59.62	cifar10
2.7.2	2021	CC	DenseNet-40	94.81	94.67	0.14	283	150	47	1.04	0.5	51.92	cifar10
2.6.1	2022	DECORE	DenseNet-40	94.81	94.04	0.77	283	128.17	54.71	1.04	0.37	64.42	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	93.53	1.28	283	128.15	54.72	1.04	0.45	56.73	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	94.5	0.31	283	128.15	54.72	1.04	0.45	56.73	cifar10
2.3.1	2017	NS	DenseNet-40	93.89	94.35	-0.46	283	127.43	54.97	1.04	0.36	65.69	cifar10
2.4.3	2019	C-SGD	DenseNet-40	93.81	94.44	-0.63	283	113.06	60.05	1.04			cifar10
2.7.2	2021	CC	DenseNet-40	94.81	94.4	0.41	283	112	60.42	1.04	0.37	64.42	cifar10
2.2.1	2020	HRank	DenseNet-40	94.81	93.68	1.13	283	110.54	60.94	1.04	0.48	53.85	cifar10
2.3.1	2020	SCP	DenseNet-40	94.39	93.77	-0.62	283	82.72	70.77	1.04	0.26	75.41	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	91.9	2.91	283	80.91	71.41	1.04	0.26	75	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	93.23	1.58	283	80.91	71.41	1.04	0.26	75	cifar10
2.6.1	2022	DECORE	GoogLeNet	95.05	95.2	-0.15	1535	1232.04	19.74	6.17	4.75	23.09	cifar10
2.3.2	2019	GAL	GoogLeNet	95.05	93.93	1.12	1535	949.28	38.16	6.17	3.13	49.27	cifar10
2.3.2	2019	GAL	GoogLeNet	95.05	94.56	0.49	1535	949.28	38.16	6.17	3.13	49.27	cifar10
2.7.2	2021	CC	GoogLeNet	95.05	95.18	-0.13	1535	767.5	50	6.17	2.84	53.98	cifar10
2.2.1	2020	HRank	GoogLeNet	95.05	94.53	0.52	1535	696.81	54.61	6.17	2.75	55.45	cifar10
2.7.2	2021	CC	GoogLeNet	95.05	94.88	0.17	1535	616.02	59.87	6.17	2.27	63.25	cifar10
2.6.3	2020	ABCPruner	GoogLeNet	95.05	94.84	0.21	1535	513.34	66.56	6.17	2.46	60.13	cifar10
2.1.2	2022	EPruner	GoogLeNet	95.05	94.99	0.06	1535	501.02	67.36	6.17	2.22	64.02	cifar10
2.1.2	2022	CLR-RNF	GoogLeNet	95.03	94.85	0.18	1535	492.73	67.9	6.17	2.18	64.7	cifar10
2.2.1	2020	HRank	GoogLeNet	95.05	94.07	0.98	1535	454.44	70.39	6.17	1.87	69.76	cifar10
2.6.1	2022	DECORE	GoogLeNet	95.05	94.51	0.54	1535	333.26	78.29	6.17	1.17	80.98	cifar10
2.6.1	2022	DECORE	GoogLeNet	95.05	94.33	0.72	1535	232.27	84.87	6.17	0.86	86.02	cifar10
2.3.1	2020	EagleEye	MobileNet-V1		91.89		34.2	26.5	22.51	4.2			cifar10
2.2.3	2018	DCP	MobileNet-V1	93.96	94.37	-0.41	34.2	19.54	42.86	4.2	2.94	30.07	cifar10
2.3.1	2020	EagleEye	MobileNet-V1		91.44		34.2	12.1	64.62	4.2			cifar10
2.6.2	2022	DAIS	MobileNet-V1	90.87	91.87	-1	34.2	11.42	66.6	4.2			cifar10
2.5.2	2022	FTWT	MobileNet-V1	90.89	91.21	-0.32	34.2	7.52	78	4.2			cifar10
2.3.1	2020	EagleEye	MobileNet-V1		88.01		34.2	3.3	90.35	4.2			cifar10
2.7.3	2022	DPP	MobileNet-V1	93.78	93.96	-0.18	34.2			4.2	1.57	62.7	cifar10
2.2.3	2018	DCP	MobileNet-V2	94.47	94.69	-0.22	89	65.44	26.47	3.5	2.67	23.66	cifar10
2.3.2	2022	WhiteBox	MobileNet-V2	95.02	95.28	-0.26	89	63.01	29.2	3.5			cifar10

Section	Year	Method	Model	Acc	Acc Pruned	Acc ↓ (%)	FLOPs (M)	FLOPs Pruned (M)	FLOPs ↓ (%)	Params (M)	Params Pruned (M)	Params ↓ (%)	Dataset
2.6.1	2022	AutoCompress	PreResNet-101	94.81	94.85	-0.04	253.15	1232.04	19.07	44.54	31.18	20.19	cifar10

Section	Year	Method	Model	Acc	Acc Pruned	Acc ↓ (%)	FLOPs (M)	FLOPs Pruned (M)	FLOPs ↓ (%)	Params (M)	Params Pruned (M)	Params ↓ (%)	Dataset
2.6.1	2022	DECORE	DenseNet-40	94.81	94.85	-0.04	283	229.02	19.07	1.04	0.83	20.19	cifar10
2.4.1	2022	SOSP	DenseNet-40	94.58	94.42	0.16	283	220.66	22.03	1.04	0.71	32.21	cifar10
2.4.1	2022	SOSP	DenseNet-40	94.58	94.41	0.17	283	209.02	26.14	1.04	0.68	34.78	cifar10
2.3.1	2017	NS	DenseNet-40	93.89	94.81	-0.92	283	202.29	28.52	1.04	0.67	35.29	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	94.29	0.52	283	182.97	35.35	1.04	0.67	35.58	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	94.61	0.2	283	182.97	35.35	1.04	0.67	35.58	cifar10
2.6.1	2022	DECORE	DenseNet-40	94.81	94.59	0.22	283	171.41	39.43	1.04	0.56	46.15	cifar10
2.2.1	2020	HRank	DenseNet-40	94.81	94.24	0.57	283	168	40.63	1.04	0.66	36.54	cifar10
2.7.2	2020	Hinge	DenseNet-40	94.74	94.67	0.07	283	157.35	44.4	1.04	0.75	27.54	cifar10
2.4.2	2019	VP	DenseNet-40	94.11	93.16	0.95	283	156.55	44.68	1.04	0.42	59.62	cifar10
2.7.2	2021	CC	DenseNet-40	94.81	94.67	0.14	283	150	47	1.04	0.5	51.92	cifar10
2.6.1	2022	DECORE	DenseNet-40	94.81	94.04	0.77	283	128.17	54.71	1.04	0.37	64.42	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	93.53	1.28	283	128.15	54.72	1.04	0.45	56.73	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	94.5	0.31	283	128.15	54.72	1.04	0.45	56.73	cifar10
2.3.1	2017	NS	DenseNet-40	93.89	94.35	-0.46	283	127.43	54.97	1.04	0.36	65.69	cifar10
2.4.3	2019	C-SGD	DenseNet-40	93.81	94.44	-0.63	283	113.06	60.05	1.04			cifar10
2.7.2	2021	CC	DenseNet-40	94.81	94.4	0.41	283	112	60.42	1.04	0.37	64.42	cifar10
2.2.1	2020	HRank	DenseNet-40	94.81	93.68	1.13	283	110.54	60.94	1.04	0.48	53.85	cifar10
2.3.1	2020	SCP	DenseNet-40	94.39	93.77	-0.62	283	82.72	70.77	1.04	0.26	75.41	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	91.9	2.91	283	80.91	71.41	1.04	0.26	75	cifar10
2.3.2	2019	GAL	DenseNet-40	94.81	93.23	1.58	283	80.91	71.41	1.04	0.26	75	cifar10
2.6.1	2022	DECORE	GoogLeNet	95.05	95.2	-0.15	1535	1232.04	19.74	6.17	4.75	23.09	cifar10
2.3.2	2019	GAL	GoogLeNet	95.05	93.93	1.12	1535	949.28	38.16	6.17	3.13	49.27	cifar10
2.3.2	2019	GAL	GoogLeNet	95.05	94.56	0.49	1535	949.28	38.16	6.17	3.13	49.27	cifar10
2.7.2	2021	CC	GoogLeNet	95.05	95.18	-0.13	1535	767.5	50	6.17	2.84	53.98	cifar10
2.2.1	2020	HRank	GoogLeNet	95.05	94.53	0.52	1535	696.81	54.61	6.17	2.75	55.45	cifar10
2.7.2	2021	CC	GoogLeNet	95.05	94.88	0.17	1535	616.02	59.87	6.17	2.27	63.25	cifar10
2.6.3	2020	ABCPruner	GoogLeNet	95.05	94.84	0.21	1535	513.34	66.56	6.17	2.46	60.13	cifar10
2.1.2	2022	EPruner	GoogLeNet	95.05	94.99	0.06	1535	501.02	67.36	6.17	2.22	64.02	cifar10
2.1.2	2022	CLR-RNF	GoogLeNet	95.03	94.85	0.18	1535	492.73	67.9	6.17	2.18	64.7	cifar10
2.2.1	2020	HRank	GoogLeNet	95.05	94.07	0.98	1535	454.44	70.39	6.17	1.87	69.76	cifar10
2.6.1	2022	DECORE	GoogLeNet	95.05	94.51	0.54	1535	333.26	78.29	6.17	1.17	80.98	cifar10
2.6.1	2022	DECORE	GoogLeNet	95.05	94.33	0.72	1535	232.27	84.87	6.17	0.86	86.02	cifar10
2.3.1	2020	EagleEye	MobileNet-V1		91.89		34.2	26.5	22.51	4.2			cifar10
2.2.3	2018	DCP	MobileNet-V1	93.96	94.37	-0.41	34.2	19.54	42.86	4.2	2.94	30.07	cifar10
2.3.1	2020	EagleEye	MobileNet-V1		91.44		34.2	12.1	64.62	4.2			cifar10
2.6.2	2022	DAIS	MobileNet-V1	90.87	91.87	-1	34.2	11.42	66.6	4.2			cifar10
2.5.2	2022	FTWT	MobileNet-V1	90.89	91.21	-0.32	34.2	7.52	78	4.2			cifar10
2.3.1	2020	EagleEye	MobileNet-V1		88.01		34.2	3.3	90.35	4.2			cifar10
2.7.3	2022	DPP	MobileNet-V1	93.78	93.96	-0.18	34.2			4.2	1.57	62.7	cifar10
2.2.3	2018	DCP	MobileNet-V2	94.47	94.69	-0.22	89	65.44	26.47	3.5	2.67	23.66	cifar10
2.3.2	2022	WhiteBox	MobileNet-V2	95.02	95.28	-0.26	89	63.01	29.2	3.5			cifar10

Click any Method Name in above table to see details...

BibTeX

Section	Year	Method	Model	Acc	Acc Pruned	Acc ↓ (%)	FLOPs (M)	FLOPs Pruned (M)	FLOPs ↓ (%)	Params (M)	Params Pruned (M)	Params ↓ (%)
2.4.2	2019	VP	DenseNet-40	74.64	72.19	2.45	283	218.77	22.7	1.04	0.65	37.5
2.4.1	2022	SOSP	DenseNet-40	74.11	73.6	0.51	283	203.11	28.23	1.04
2.4.1	2022	SOSP	DenseNet-40	74.11	73.46	0.65	283	198.16	29.98	1.04
2.3.1	2017	NS	DenseNet-40	74.64	74.72	-0.08	283	196.98	30.39	1.04	0.65	37.74
2.3.1	2020	SCP	DenseNet-40	74.24	73.84	-0.4	283	152.11	46.25	1.04	0.47	55.22
2.3.1	2017	NS	DenseNet-40	74.64	74.28	0.36	283	149.2	47.28	1.04	0.45	56.6
2.3.1	2020	SCP	DenseNet-40	74.24	73.17	-1.07	283	91.07	67.82	1.04	0.26	74.86
2.7.3	2022	DPP	MobileNet-V1	72.35	72.5	0.15						60
2.6.2	2022	DNCP	MobileNet-V2	75.91	75.69	0.22	89	52	41.57	3.5
2.4.2	2022	EKG	MobileNet-V2	76.07	76.29	-0.22	89	44.5	50	3.5
2.7.1	2020	EB	PreResNet-101		73.52		7595	6329.17	16.67	44.54	31.18	30
2.7.1	2020	EB	PreResNet-101		73.15		7595	5425	28.57	44.54	22.27	50
2.7.1	2020	EB	PreResNet-101		72.29		7595	3038	60	44.54	13.36	70
2.4.1	2019	ED	PreResNet-29	75.7	73.62	2.08	41.28	15.33	62.86	0.27
2.4.1	2019	ED	PreResNet-29	75.7	65.11	10.59	41.28	3.91	90.52	0.27
2.7.2	2020	Hinge	ResNeXt-164	76.87	77.44	-0.57	210	100.28	52.25	1.7	0.99	41.51
2.7.2	2020	Hinge	ResNeXt-20	71.95	71.26	0.69	36	19.29	46.41	0.21	0.14	34.76
2.6.3	2022	EDropout	ResNet-101	71.19	61.92	9.27	2520			42.51	18.56	56.34
2.5.1	2021	DCP-CAC	ResNet-110	72.53	72.79	-0.26	253.15	176.97	30.09	1.73	1.23	29.07
2.5.1	2021	DCP-CAC	ResNet-110	72.53	72.16	0.37	253.15	126.52	50.02	1.73	0.89	48.84
2.6.2	2019	TAS	ResNet-110	75.06	73.16	1.9	253.15	119.99	52.6	1.73
2.6.2	2022	DAIS	ResNet-110	75.34	74.69	0.65	253.15	109.61	56.7	1.73
2.4.2	2019	VP	ResNet-164	75.56	73.76	1.8	247.65	180.18	27.24	1.7	1.4	17.86
2.6.2	2019	TAS	ResNet-164	78.29	77.76	0.53	247.65	171.13	30.9	1.7
2.3.1	2017	NS	ResNet-164	76.63	77.13	-0.5	247.65	164.93	33.4	1.7	1.43	15.61
2.7.2	2020	Hinge	ResNet-164	76.78	76.88	-0.1	247.65	137	44.68	1.7	1.3	23.43
2.3.1	2020	SCP	ResNet-164	77.24	76.62	-0.62	247.65	135.32	45.36	1.7	1.21	28.89
2.3.1	2017	NS	ResNet-164	76.63	76.09	0.54	247.65	122.34	50.6	1.7	1.19	30.06
2.3.1	2020	SCP	ResNet-164	77.24	75.05	-2.19	247.65	86.85	64.93	1.7	0.79	53.3
2.5.2	2022	CDG	ResNet-18	67.78	65.94	1.84	557.21	293.27	47.37	11.17
2.6.3	2022	EDropout	ResNet-18	69.03	67.06	1.97	557.21			11.17	5.39	51.79
2.2.1	2022	GCNP	ResNet-20	68.38	68.95	-0.57	40.81	34.84	14.64	0.27	0.25	8.16
2.6.2	2019	TAS	ResNet-20	68.69	68.9	-0.21	40.81	22.45	45	0.27
2.2.1	2022	GCNP	ResNet-20	68.38	66.14	2.24	40.81	16.38	59.87	0.27	0.14	49.42
2.7.2	2020	Hinge	ResNet-20	68.83	66.34	2.49	40.81	13.44	67.06	0.27	0.09	66.36
2.5.1	2021	DCP-CAC	ResNet-32	68.48	69.51	-1.03	69.12	48.35	30.04	0.47	0.35	26.09
2.1.2	2019	COP	ResNet-32	68.74	68.29	0.45	69.12	45.48	34.2	0.47	0.3	35.2
2.6.2	2019	TAS	ResNet-32	70.61	72.41	-1.8	69.12	42.51	38.5	0.47
2.6.2	2022	DAIS	ResNet-32	73.24	72.2	1.04	69.12	39.47	42.9	0.47
2.5.1	2021	DCP-CAC	ResNet-32	68.48	68.11	0.37	69.12	34.49	50.1	0.47	0.25	47.83
2.4.1	2022	SOSP	ResNet-32	76.8	75.52	1.28	69.12	19.63	71.6	0.47
2.4.1	2019	ED	ResNet-32	78.17	75.51	2.66	69.12	19.62	71.62	0.47
2.4.1	2022	SOSP	ResNet-32	76.8	75.33	1.47	69.12	17.78	74.28	0.47
2.4.1	2019	ED	ResNet-32	78.17	65.72	12.45	69.12	3.72	94.62	0.47
2.6.3	2022	EDropout	ResNet-34	69.96	64.79	5.17	1160			21.6	10.65	50.7
2.5.1	2021	DCP-CAC	ResNet-44	69.87	70.85	-0.98	97.15	67.97	30.04	0.66	0.46	30.77
2.5.1	2021	DCP-CAC	ResNet-44	69.87	69.82	0.05	97.15	48.54	50.04	0.66	0.35	47.69
2.6.2	2022	DNCP	ResNet-50	79.01	79.22	-0.21	1307	739.62	43.41	23.52
2.6.3	2022	EDropout	ResNet-50	71.22	61.91	9.31	1307			23.52	10.82	54.01
2.3.1	2020	PR	ResNet-56	72.49	72.46	-0.06	125.75	94.31	25	0.86
2.2.3	2022	DLRFC	ResNet-56	71.14	71.41	0.27	125.75	93.68	25.5	0.86	0.64	25.9
2.5.1	2021	DCP-CAC	ResNet-56	70.9	71.31	-0.41	125.75	88.01	30.01	0.86	0.6	30.59
2.7.3	2019	SDN	ResNet-56	70.01	69.78	0.23	125.75	77.59	38.3	0.86	0.55	36.1
2.3.3	2019	OICSR	ResNet-56	75.87	76.23	-0.36	125.75	77.34	38.5	0.86
2.2.1	2022	GCNP	ResNet-56	72.86	72.86	0	125.75	64.42	48.77	0.86	0.52	39.24
2.4.2	2022	EKG	ResNet-56	72.62	72.93	-0.31	125.75	62.88	50	0.86
2.5.1	2021	DCP-CAC	ResNet-56	70.9	70.1	0.8	125.75	62.82	50.04	0.86	0.44	49.41
2.6.2	2019	TAS	ResNet-56	73.18	72.25	0.93	125.75	61.24	51.3	0.86
2.6.2	2020	LFPC	ResNet-56	70.25	70.83	-0.58	125.75	60.86	51.6	0.86
2.2.1	2022	GCNP	ResNet-56	72.86	72.22	0.64	125.75	60.08	52.22	0.86	0.52	39.83
2.2.1	2021	LRMF	ResNet-56			0.44	125.75	59.61	52.6	0.86
2.6.2	2022	DAIS	ResNet-56	71.76	72.57	-0.81	125.75	58.35	53.6	0.86
2.3.3	2019	OICSR	ResNet-56	75.87	75.75	0.12	125.75	17.35	86.2	0.86
2.3.3	2019	OICSR	ResNet-56	75.87	73.1	2.77	125.75	3.52	97.2	0.86
2.7.1	2020	EB	VGG-16		71.81		314.59	285.99	9.09	14.73	13.26	10
2.7.1	2020	EB	VGG-16		72.17		314.59	262.16	16.67	14.73	10.31	30
2.4.2	2019	VP	VGG-16	73.26	73.33	-0.07	314.59	257.3	18.21	14.73	9.15	37.87
2.7.3	2019	SDN	VGG-16	72.38	73.43	-1.05	314.59	211.09	32.9	14.73	3.11	78.9
2.7.1	2020	EB	VGG-16		71.28		314.59	209.73	33.33	14.73	7.37	50
2.2.1	2021	LRMF	VGG-16			-0.5	314.59	201.65	35.9	14.73
2.3.1	2020	PR	VGG-16	73.83	74.25	0.42	314.59	179.32	43	14.73
2.1.2	2019	COP	VGG-16	72.59	71.77	0.82	314.59	179	43.1	14.73	3.95	73.2
2.2.3	2022	DLRFC	VGG-16	73.54	74.09	0.55	314.59	178.06	43.4	14.73	2.58	82.5
2.3.1	2020	SCP	VGG-16	73.51	73.86	0.35	314.59	152.73	51.45	14.73	2.93	80.14
2.2.1	2022	GCNP	VGG-16	72	72	0	314.59	136.59	56.58	14.73	2.87	80.49
2.2.1	2022	GCNP	VGG-16	72	71.64	0.36	314.59	99.91	68.24	14.73	1.7	88.46
2.3.1	2020	SCP	VGG-16	73.51	69.96	-3.55	314.59	65.31	79.24	14.73	0.88	94.01
2.7.1	2022	EarlyCroP	VGG-16		62.2		314.59			14.73	0.31	97.9
2.7.3	2022	DPP	VGG-16	70.32	70.4	-0.08	314.59			14.73	2.77	81.2
2.5.1	2021	DCP-CAC	VGG-19	70.17	72.28	-2.11	398	251	36.93	20.04	8.93	55.44
2.3.1	2017	NS	VGG-19	73.26	73.48	-0.22	398	250.19	37.14	20.04	4.99	75.1
2.4.1	2019	ED	VGG-19	73.34	72.9	0.44	398	249.15	37.4	20.04
2.4.1	2019	ED	VGG-19	73.08	73.01	0.07	398	248.91	37.46	20.04
2.3.1	2020	SCP	VGG-19	72.56	72.99	0.43	398	235.14	40.92	20.04	4.5	77.52
2.4.1	2022	SOSP	VGG-19	73.45	73.17	0.28	398	219.42	44.87	20.04
2.4.1	2022	SOSP	VGG-19	73.45	73.11	0.34	398	192.59	51.61	20.04
2.3.1	2020	SCP	VGG-19	72.56	72.15	-0.41	398	151.48	61.94	20.04	2.13	89.37
2.5.1	2021	SEP	VGG-19	73.16	73.47	-0.31	398	117	70.6	20.04	5.95	70.31
2.4.1	2019	ED	VGG-19	73.34	65.18	8.16	398	45.25	88.63	20.04
2.4.1	2019	ED	VGG-19	73.08	64.91	8.17	398	45.17	88.65	20.04
2.3.3	2021	GREG	VGG-19	74.02	67.55	6.47	398	45.01	88.69	20.04
2.3.3	2021	GREG	VGG-19	74.02	67.75	6.27	398	45.01	88.69	20.04
2.7.1	2022	ProsPr	VGG-19	72.5	72.29	0.21	398			20.04	4.01	80
2.7.1	2022	ProsPr	VGG-19	73.5	71.12	2.38	398			20.04	2	90
2.7.1	2022	ProsPr	VGG-19	74.5	68.03	6.47	398			20.04	1	95

sec	year	method	model	acc	acc-pruned	acc-change	flops	flops-pruned	flops-drop	param	param-pruned	param-drop	dataset
2.4.2	2019	VP	DenseNet-40	74.64	72.19	2.45	283	218.77	22.7	1.04	0.65	37.5	cifar100
2.4.1	2022	SOSP	DenseNet-40	74.11	73.6	0.51	283	203.11	28.23	1.04			cifar100
2.4.1	2022	SOSP	DenseNet-40	74.11	73.46	0.65	283	198.16	29.98	1.04			cifar100
2.3.1	2017	NS	DenseNet-40	74.64	74.72	-0.08	283	196.98	30.39	1.04	0.65	37.74	cifar100
2.3.1	2020	SCP	DenseNet-40	74.24	73.84	-0.4	283	152.11	46.25	1.04	0.47	55.22	cifar100
2.3.1	2017	NS	DenseNet-40	74.64	74.28	0.36	283	149.2	47.28	1.04	0.45	56.6	cifar100
2.3.1	2020	SCP	DenseNet-40	74.24	73.17	-1.07	283	91.07	67.82	1.04	0.26	74.86	cifar100
2.7.3	2022	DPP	MobileNet-V1	72.35	72.5	0.15						60	cifar100
2.6.2	2022	DNCP	MobileNet-V2	75.91	75.69	0.22	89	52	41.57	3.5			cifar100
2.4.2	2022	EKG	MobileNet-V2	76.07	76.29	-0.22	89	44.5	50	3.5			cifar100
2.7.1	2020	EB	PreResNet-101		73.52		7595	6329.17	16.67	44.54	31.18	30	cifar100
2.7.1	2020	EB	PreResNet-101		73.15		7595	5425	28.57	44.54	22.27	50	cifar100
2.7.1	2020	EB	PreResNet-101		72.29		7595	3038	60	44.54	13.36	70	cifar100
2.4.1	2019	ED	PreResNet-29	75.7	73.62	2.08	41.28	15.33	62.86	0.27			cifar100
2.4.1	2019	ED	PreResNet-29	75.7	65.11	10.59	41.28	3.91	90.52	0.27			cifar100
2.7.2	2020	Hinge	ResNeXt-164	76.87	77.44	-0.57	210	100.28	52.25	1.7	0.99	41.51	cifar100
2.7.2	2020	Hinge	ResNeXt-20	71.95	71.26	0.69	36	19.29	46.41	0.21	0.14	34.76	cifar100
2.6.3	2022	EDropout	ResNet-101	71.19	61.92	9.27	2520			42.51	18.56	56.34	cifar100
2.5.1	2021	DCP-CAC	ResNet-110	72.53	72.79	-0.26	253.15	176.97	30.09	1.73	1.23	29.07	cifar100
2.5.1	2021	DCP-CAC	ResNet-110	72.53	72.16	0.37	253.15	126.52	50.02	1.73	0.89	48.84	cifar100
2.6.2	2019	TAS	ResNet-110	75.06	73.16	1.9	253.15	119.99	52.6	1.73			cifar100
2.6.2	2022	DAIS	ResNet-110	75.34	74.69	0.65	253.15	109.61	56.7	1.73			cifar100
2.4.2	2019	VP	ResNet-164	75.56	73.76	1.8	247.65	180.18	27.24	1.7	1.4	17.86	cifar100
2.6.2	2019	TAS	ResNet-164	78.29	77.76	0.53	247.65	171.13	30.9	1.7			cifar100
2.3.1	2017	NS	ResNet-164	76.63	77.13	-0.5	247.65	164.93	33.4	1.7	1.43	15.61	cifar100
2.7.2	2020	Hinge	ResNet-164	76.78	76.88	-0.1	247.65	137	44.68	1.7	1.3	23.43	cifar100
2.3.1	2020	SCP	ResNet-164	77.24	76.62	-0.62	247.65	135.32	45.36	1.7	1.21	28.89	cifar100
2.3.1	2017	NS	ResNet-164	76.63	76.09	0.54	247.65	122.34	50.6	1.7	1.19	30.06	cifar100
2.3.1	2020	SCP	ResNet-164	77.24	75.05	-2.19	247.65	86.85	64.93	1.7	0.79	53.3	cifar100
2.5.2	2022	CDG	ResNet-18	67.78	65.94	1.84	557.21	293.27	47.37	11.17			cifar100
2.6.3	2022	EDropout	ResNet-18	69.03	67.06	1.97	557.21			11.17	5.39	51.79	cifar100
2.2.1	2022	GCNP	ResNet-20	68.38	68.95	-0.57	40.81	34.84	14.64	0.27	0.25	8.16	cifar100
2.6.2	2019	TAS	ResNet-20	68.69	68.9	-0.21	40.81	22.45	45	0.27			cifar100
2.2.1	2022	GCNP	ResNet-20	68.38	66.14	2.24	40.81	16.38	59.87	0.27	0.14	49.42	cifar100
2.7.2	2020	Hinge	ResNet-20	68.83	66.34	2.49	40.81	13.44	67.06	0.27	0.09	66.36	cifar100
2.5.1	2021	DCP-CAC	ResNet-32	68.48	69.51	-1.03	69.12	48.35	30.04	0.47	0.35	26.09	cifar100
2.1.2	2019	COP	ResNet-32	68.74	68.29	0.45	69.12	45.48	34.2	0.47	0.3	35.2	cifar100
2.6.2	2019	TAS	ResNet-32	70.61	72.41	-1.8	69.12	42.51	38.5	0.47			cifar100
2.6.2	2022	DAIS	ResNet-32	73.24	72.2	1.04	69.12	39.47	42.9	0.47			cifar100
2.5.1	2021	DCP-CAC	ResNet-32	68.48	68.11	0.37	69.12	34.49	50.1	0.47	0.25	47.83	cifar100
2.4.1	2022	SOSP	ResNet-32	76.8	75.52	1.28	69.12	19.63	71.6	0.47			cifar100
2.4.1	2019	ED	ResNet-32	78.17	75.51	2.66	69.12	19.62	71.62	0.47			cifar100
2.4.1	2022	SOSP	ResNet-32	76.8	75.33	1.47	69.12	17.78	74.28	0.47			cifar100
2.4.1	2019	ED	ResNet-32	78.17	65.72	12.45	69.12	3.72	94.62	0.47			cifar100
2.6.3	2022	EDropout	ResNet-34	69.96	64.79	5.17	1160			21.6	10.65	50.7	cifar100
2.5.1	2021	DCP-CAC	ResNet-44	69.87	70.85	-0.98	97.15	67.97	30.04	0.66	0.46	30.77	cifar100
2.5.1	2021	DCP-CAC	ResNet-44	69.87	69.82	0.05	97.15	48.54	50.04	0.66	0.35	47.69	cifar100
2.6.2	2022	DNCP	ResNet-50	79.01	79.22	-0.21	1307	739.62	43.41	23.52			cifar100
2.6.3	2022	EDropout	ResNet-50	71.22	61.91	9.31	1307			23.52	10.82	54.01	cifar100
2.3.1	2020	PR	ResNet-56	72.49	72.46	-0.06	125.75	94.31	25	0.86			cifar100
2.2.3	2022	DLRFC	ResNet-56	71.14	71.41	0.27	125.75	93.68	25.5	0.86	0.64	25.9	cifar100
2.5.1	2021	DCP-CAC	ResNet-56	70.9	71.31	-0.41	125.75	88.01	30.01	0.86	0.6	30.59	cifar100
2.7.3	2019	SDN	ResNet-56	70.01	69.78	0.23	125.75	77.59	38.3	0.86	0.55	36.1	cifar100
2.3.3	2019	OICSR	ResNet-56	75.87	76.23	-0.36	125.75	77.34	38.5	0.86			cifar100
2.2.1	2022	GCNP	ResNet-56	72.86	72.86	0	125.75	64.42	48.77	0.86	0.52	39.24	cifar100
2.4.2	2022	EKG	ResNet-56	72.62	72.93	-0.31	125.75	62.88	50	0.86			cifar100
2.5.1	2021	DCP-CAC	ResNet-56	70.9	70.1	0.8	125.75	62.82	50.04	0.86	0.44	49.41	cifar100
2.6.2	2019	TAS	ResNet-56	73.18	72.25	0.93	125.75	61.24	51.3	0.86			cifar100
2.6.2	2020	LFPC	ResNet-56	70.25	70.83	-0.58	125.75	60.86	51.6	0.86			cifar100
2.2.1	2022	GCNP	ResNet-56	72.86	72.22	0.64	125.75	60.08	52.22	0.86	0.52	39.83	cifar100
2.2.1	2021	LRMF	ResNet-56			0.44	125.75	59.61	52.6	0.86			cifar100
2.6.2	2022	DAIS	ResNet-56	71.76	72.57	-0.81	125.75	58.35	53.6	0.86			cifar100
2.3.3	2019	OICSR	ResNet-56	75.87	75.75	0.12	125.75	17.35	86.2	0.86			cifar100
2.3.3	2019	OICSR	ResNet-56	75.87	73.1	2.77	125.75	3.52	97.2	0.86			cifar100
2.7.1	2020	EB	VGG-16		71.81		314.59	285.99	9.09	14.73	13.26	10	cifar100
2.7.1	2020	EB	VGG-16		72.17		314.59	262.16	16.67	14.73	10.31	30	cifar100
2.4.2	2019	VP	VGG-16	73.26	73.33	-0.07	314.59	257.3	18.21	14.73	9.15	37.87	cifar100
2.7.3	2019	SDN	VGG-16	72.38	73.43	-1.05	314.59	211.09	32.9	14.73	3.11	78.9	cifar100
2.7.1	2020	EB	VGG-16		71.28		314.59	209.73	33.33	14.73	7.37	50	cifar100
2.2.1	2021	LRMF	VGG-16			-0.5	314.59	201.65	35.9	14.73			cifar100
2.3.1	2020	PR	VGG-16	73.83	74.25	0.42	314.59	179.32	43	14.73			cifar100
2.1.2	2019	COP	VGG-16	72.59	71.77	0.82	314.59	179	43.1	14.73	3.95	73.2	cifar100
2.2.3	2022	DLRFC	VGG-16	73.54	74.09	0.55	314.59	178.06	43.4	14.73	2.58	82.5	cifar100
2.3.1	2020	SCP	VGG-16	73.51	73.86	0.35	314.59	152.73	51.45	14.73	2.93	80.14	cifar100
2.2.1	2022	GCNP	VGG-16	72	72	0	314.59	136.59	56.58	14.73	2.87	80.49	cifar100
2.2.1	2022	GCNP	VGG-16	72	71.64	0.36	314.59	99.91	68.24	14.73	1.7	88.46	cifar100
2.3.1	2020	SCP	VGG-16	73.51	69.96	-3.55	314.59	65.31	79.24	14.73	0.88	94.01	cifar100
2.7.1	2022	EarlyCroP	VGG-16		62.2		314.59			14.73	0.31	97.9	cifar100
2.7.3	2022	DPP	VGG-16	70.32	70.4	-0.08	314.59			14.73	2.77	81.2	cifar100
2.5.1	2021	DCP-CAC	VGG-19	70.17	72.28	-2.11	398	251	36.93	20.04	8.93	55.44	cifar100
2.3.1	2017	NS	VGG-19	73.26	73.48	-0.22	398	250.19	37.14	20.04	4.99	75.1	cifar100
2.4.1	2019	ED	VGG-19	73.34	72.9	0.44	398	249.15	37.4	20.04			cifar100
2.4.1	2019	ED	VGG-19	73.08	73.01	0.07	398	248.91	37.46	20.04			cifar100
2.3.1	2020	SCP	VGG-19	72.56	72.99	0.43	398	235.14	40.92	20.04	4.5	77.52	cifar100
2.4.1	2022	SOSP	VGG-19	73.45	73.17	0.28	398	219.42	44.87	20.04			cifar100
2.4.1	2022	SOSP	VGG-19	73.45	73.11	0.34	398	192.59	51.61	20.04			cifar100
2.3.1	2020	SCP	VGG-19	72.56	72.15	-0.41	398	151.48	61.94	20.04	2.13	89.37	cifar100
2.5.1	2021	SEP	VGG-19	73.16	73.47	-0.31	398	117	70.6	20.04	5.95	70.31	cifar100
2.4.1	2019	ED	VGG-19	73.34	65.18	8.16	398	45.25	88.63	20.04			cifar100
2.4.1	2019	ED	VGG-19	73.08	64.91	8.17	398	45.17	88.65	20.04			cifar100
2.3.3	2021	GREG	VGG-19	74.02	67.55	6.47	398	45.01	88.69	20.04			cifar100
2.3.3	2021	GREG	VGG-19	74.02	67.75	6.27	398	45.01	88.69	20.04			cifar100
2.7.1	2022	ProsPr	VGG-19	72.5	72.29	0.21	398			20.04	4.01	80	cifar100
2.7.1	2022	ProsPr	VGG-19	73.5	71.12	2.38	398			20.04	2	90	cifar100
2.7.1	2022	ProsPr	VGG-19	74.5	68.03	6.47	398			20.04	1	95	cifar100

Section	Year	Method	Model	Acc	Acc Pruned	Acc ↓ (%)	FLOPs (M)	FLOPs Pruned (M)	FLOPs ↓ (%)	Params (M)	Params Pruned (M)	Params ↓ (%)	Dataset
2.4.2	2019	VP	DenseNet-40	74.64	72.19	2.45	283	218.77	22.7	1.04	0.65	37.5	cifar100
2.4.1	2022	SOSP	DenseNet-40	74.11	73.6	0.51	283	203.11	28.23	1.04			cifar100
2.4.1	2022	SOSP	DenseNet-40	74.11	73.46	0.65	283	198.16	29.98	1.04			cifar100
2.3.1	2017	NS	DenseNet-40	74.64	74.72	-0.08	283	196.98	30.39	1.04	0.65	37.74	cifar100
2.3.1	2020	SCP	DenseNet-40	74.24	73.84	-0.4	283	152.11	46.25	1.04	0.47	55.22	cifar100
2.3.1	2017	NS	DenseNet-40	74.64	74.28	0.36	283	149.2	47.28	1.04	0.45	56.6	cifar100
2.3.1	2020	SCP	DenseNet-40	74.24	73.17	-1.07	283	91.07	67.82	1.04	0.26	74.86	cifar100
2.7.3	2022	DPP	MobileNet-V1	72.35	72.5	0.15						60	cifar100
2.6.2	2022	DNCP	MobileNet-V2	75.91	75.69	0.22	89	52	41.57	3.5			cifar100
2.4.2	2022	EKG	MobileNet-V2	76.07	76.29	-0.22	89	44.5	50	3.5			cifar100
2.7.1	2020	EB	PreResNet-101		73.52		7595	6329.17	16.67	44.54	31.18	30	cifar100
2.7.1	2020	EB	PreResNet-101		73.15		7595	5425	28.57	44.54	22.27	50	cifar100
2.7.1	2020	EB	PreResNet-101		72.29		7595	3038	60	44.54	13.36	70	cifar100
2.4.1	2019	ED	PreResNet-29	75.7	73.62	2.08	41.28	15.33	62.86	0.27			cifar100
2.4.1	2019	ED	PreResNet-29	75.7	65.11	10.59	41.28	3.91	90.52	0.27			cifar100
2.7.2	2020	Hinge	ResNeXt-164	76.87	77.44	-0.57	210	100.28	52.25	1.7	0.99	41.51	cifar100
2.7.2	2020	Hinge	ResNeXt-20	71.95	71.26	0.69	36	19.29	46.41	0.21	0.14	34.76	cifar100
2.6.3	2022	EDropout	ResNet-101	71.19	61.92	9.27	2520			42.51	18.56	56.34	cifar100
2.5.1	2021	DCP-CAC	ResNet-110	72.53	72.79	-0.26	253.15	176.97	30.09	1.73	1.23	29.07	cifar100
2.5.1	2021	DCP-CAC	ResNet-110	72.53	72.16	0.37	253.15	126.52	50.02	1.73	0.89	48.84	cifar100
2.6.2	2019	TAS	ResNet-110	75.06	73.16	1.9	253.15	119.99	52.6	1.73			cifar100
2.6.2	2022	DAIS	ResNet-110	75.34	74.69	0.65	253.15	109.61	56.7	1.73			cifar100
2.4.2	2019	VP	ResNet-164	75.56	73.76	1.8	247.65	180.18	27.24	1.7	1.4	17.86	cifar100
2.6.2	2019	TAS	ResNet-164	78.29	77.76	0.53	247.65	171.13	30.9	1.7			cifar100
2.3.1	2017	NS	ResNet-164	76.63	77.13	-0.5	247.65	164.93	33.4	1.7	1.43	15.61	cifar100
2.7.2	2020	Hinge	ResNet-164	76.78	76.88	-0.1	247.65	137	44.68	1.7	1.3	23.43	cifar100
2.3.1	2020	SCP	ResNet-164	77.24	76.62	-0.62	247.65	135.32	45.36	1.7	1.21	28.89	cifar100
2.3.1	2017	NS	ResNet-164	76.63	76.09	0.54	247.65	122.34	50.6	1.7	1.19	30.06	cifar100
2.3.1	2020	SCP	ResNet-164	77.24	75.05	-2.19	247.65	86.85	64.93	1.7	0.79	53.3	cifar100
2.5.2	2022	CDG	ResNet-18	67.78	65.94	1.84	557.21	293.27	47.37	11.17			cifar100
2.6.3	2022	EDropout	ResNet-18	69.03	67.06	1.97	557.21			11.17	5.39	51.79	cifar100
2.2.1	2022	GCNP	ResNet-20	68.38	68.95	-0.57	40.81	34.84	14.64	0.27	0.25	8.16	cifar100
2.6.2	2019	TAS	ResNet-20	68.69	68.9	-0.21	40.81	22.45	45	0.27			cifar100
2.2.1	2022	GCNP	ResNet-20	68.38	66.14	2.24	40.81	16.38	59.87	0.27	0.14	49.42	cifar100
2.7.2	2020	Hinge	ResNet-20	68.83	66.34	2.49	40.81	13.44	67.06	0.27	0.09	66.36	cifar100
2.5.1	2021	DCP-CAC	ResNet-32	68.48	69.51	-1.03	69.12	48.35	30.04	0.47	0.35	26.09	cifar100
2.1.2	2019	COP	ResNet-32	68.74	68.29	0.45	69.12	45.48	34.2	0.47	0.3	35.2	cifar100
2.6.2	2019	TAS	ResNet-32	70.61	72.41	-1.8	69.12	42.51	38.5	0.47			cifar100
2.6.2	2022	DAIS	ResNet-32	73.24	72.2	1.04	69.12	39.47	42.9	0.47			cifar100
2.5.1	2021	DCP-CAC	ResNet-32	68.48	68.11	0.37	69.12	34.49	50.1	0.47	0.25	47.83	cifar100
2.4.1	2022	SOSP	ResNet-32	76.8	75.52	1.28	69.12	19.63	71.6	0.47			cifar100
2.4.1	2019	ED	ResNet-32	78.17	75.51	2.66	69.12	19.62	71.62	0.47			cifar100
2.4.1	2022	SOSP	ResNet-32	76.8	75.33	1.47	69.12	17.78	74.28	0.47			cifar100
2.4.1	2019	ED	ResNet-32	78.17	65.72	12.45	69.12	3.72	94.62	0.47			cifar100
2.6.3	2022	EDropout	ResNet-34	69.96	64.79	5.17	1160			21.6	10.65	50.7	cifar100
2.5.1	2021	DCP-CAC	ResNet-44	69.87	70.85	-0.98	97.15	67.97	30.04	0.66	0.46	30.77	cifar100
2.5.1	2021	DCP-CAC	ResNet-44	69.87	69.82	0.05	97.15	48.54	50.04	0.66	0.35	47.69	cifar100
2.6.2	2022	DNCP	ResNet-50	79.01	79.22	-0.21	1307	739.62	43.41	23.52			cifar100
2.6.3	2022	EDropout	ResNet-50	71.22	61.91	9.31	1307			23.52	10.82	54.01	cifar100
2.3.1	2020	PR	ResNet-56	72.49	72.46	-0.06	125.75	94.31	25	0.86			cifar100
2.2.3	2022	DLRFC	ResNet-56	71.14	71.41	0.27	125.75	93.68	25.5	0.86	0.64	25.9	cifar100
2.5.1	2021	DCP-CAC	ResNet-56	70.9	71.31	-0.41	125.75	88.01	30.01	0.86	0.6	30.59	cifar100
2.7.3	2019	SDN	ResNet-56	70.01	69.78	0.23	125.75	77.59	38.3	0.86	0.55	36.1	cifar100
2.3.3	2019	OICSR	ResNet-56	75.87	76.23	-0.36	125.75	77.34	38.5	0.86			cifar100
2.2.1	2022	GCNP	ResNet-56	72.86	72.86	0	125.75	64.42	48.77	0.86	0.52	39.24	cifar100
2.4.2	2022	EKG	ResNet-56	72.62	72.93	-0.31	125.75	62.88	50	0.86			cifar100
2.5.1	2021	DCP-CAC	ResNet-56	70.9	70.1	0.8	125.75	62.82	50.04	0.86	0.44	49.41	cifar100
2.6.2	2019	TAS	ResNet-56	73.18	72.25	0.93	125.75	61.24	51.3	0.86			cifar100
2.6.2	2020	LFPC	ResNet-56	70.25	70.83	-0.58	125.75	60.86	51.6	0.86			cifar100
2.2.1	2022	GCNP	ResNet-56	72.86	72.22	0.64	125.75	60.08	52.22	0.86	0.52	39.83	cifar100
2.2.1	2021	LRMF	ResNet-56			0.44	125.75	59.61	52.6	0.86			cifar100
2.6.2	2022	DAIS	ResNet-56	71.76	72.57	-0.81	125.75	58.35	53.6	0.86			cifar100
2.3.3	2019	OICSR	ResNet-56	75.87	75.75	0.12	125.75	17.35	86.2	0.86			cifar100
2.3.3	2019	OICSR	ResNet-56	75.87	73.1	2.77	125.75	3.52	97.2	0.86			cifar100
2.7.1	2020	EB	VGG-16		71.81		314.59	285.99	9.09	14.73	13.26	10	cifar100
2.7.1	2020	EB	VGG-16		72.17		314.59	262.16	16.67	14.73	10.31	30	cifar100
2.4.2	2019	VP	VGG-16	73.26	73.33	-0.07	314.59	257.3	18.21	14.73	9.15	37.87	cifar100
2.7.3	2019	SDN	VGG-16	72.38	73.43	-1.05	314.59	211.09	32.9	14.73	3.11	78.9	cifar100
2.7.1	2020	EB	VGG-16		71.28		314.59	209.73	33.33	14.73	7.37	50	cifar100
2.2.1	2021	LRMF	VGG-16			-0.5	314.59	201.65	35.9	14.73			cifar100
2.3.1	2020	PR	VGG-16	73.83	74.25	0.42	314.59	179.32	43	14.73			cifar100
2.1.2	2019	COP	VGG-16	72.59	71.77	0.82	314.59	179	43.1	14.73	3.95	73.2	cifar100
2.2.3	2022	DLRFC	VGG-16	73.54	74.09	0.55	314.59	178.06	43.4	14.73	2.58	82.5	cifar100
2.3.1	2020	SCP	VGG-16	73.51	73.86	0.35	314.59	152.73	51.45	14.73	2.93	80.14	cifar100
2.2.1	2022	GCNP	VGG-16	72	72	0	314.59	136.59	56.58	14.73	2.87	80.49	cifar100
2.2.1	2022	GCNP	VGG-16	72	71.64	0.36	314.59	99.91	68.24	14.73	1.7	88.46	cifar100
2.3.1	2020	SCP	VGG-16	73.51	69.96	-3.55	314.59	65.31	79.24	14.73	0.88	94.01	cifar100
2.7.1	2022	EarlyCroP	VGG-16		62.2		314.59			14.73	0.31	97.9	cifar100
2.7.3	2022	DPP	VGG-16	70.32	70.4	-0.08	314.59			14.73	2.77	81.2	cifar100
2.5.1	2021	DCP-CAC	VGG-19	70.17	72.28	-2.11	398	251	36.93	20.04	8.93	55.44	cifar100
2.3.1	2017	NS	VGG-19	73.26	73.48	-0.22	398	250.19	37.14	20.04	4.99	75.1	cifar100
2.4.1	2019	ED	VGG-19	73.34	72.9	0.44	398	249.15	37.4	20.04			cifar100
2.4.1	2019	ED	VGG-19	73.08	73.01	0.07	398	248.91	37.46	20.04			cifar100
2.3.1	2020	SCP	VGG-19	72.56	72.99	0.43	398	235.14	40.92	20.04	4.5	77.52	cifar100
2.4.1	2022	SOSP	VGG-19	73.45	73.17	0.28	398	219.42	44.87	20.04			cifar100
2.4.1	2022	SOSP	VGG-19	73.45	73.11	0.34	398	192.59	51.61	20.04			cifar100
2.3.1	2020	SCP	VGG-19	72.56	72.15	-0.41	398	151.48	61.94	20.04	2.13	89.37	cifar100
2.5.1	2021	SEP	VGG-19	73.16	73.47	-0.31	398	117	70.6	20.04	5.95	70.31	cifar100
2.4.1	2019	ED	VGG-19	73.34	65.18	8.16	398	45.25	88.63	20.04			cifar100
2.4.1	2019	ED	VGG-19	73.08	64.91	8.17	398	45.17	88.65	20.04			cifar100
2.3.3	2021	GREG	VGG-19	74.02	67.55	6.47	398	45.01	88.69	20.04			cifar100
2.3.3	2021	GREG	VGG-19	74.02	67.75	6.27	398	45.01	88.69	20.04			cifar100
2.7.1	2022	ProsPr	VGG-19	72.5	72.29	0.21	398			20.04	4.01	80	cifar100
2.7.1	2022	ProsPr	VGG-19	73.5	71.12	2.38	398			20.04	2	90	cifar100
2.7.1	2022	ProsPr	VGG-19	74.5	68.03	6.47	398			20.04	1	95	cifar100

Section	Year	Method	Model	Acc	Acc Pruned	Acc ↓ (%)	FLOPs (M)	FLOPs Pruned (M)	FLOPs ↓ (%)	Params (M)	Params Pruned (M)	Params ↓ (%)
2.3.3	2019	OICSR	AlexNet	56.98	57.87	-0.89	7270	5568.82	23.4	17.69
2.2.2	2019	AOFP	AlexNet	55.71	56.54	-0.83	7270	5014.39	31.03	17.69
2.5.1	2018	GDP-Lin	AlexNet	56.6	56.46	0.14	7270	4535.16	37.62	17.69
2.2.3	2018	NISP	AlexNet			0	7270	4353.28	40.12	17.69	9.36	47.09
2.2.2	2019	AOFP	AlexNet	55.71	56.17	-0.46	7270	4268.31	41.29	17.69
2.5.1	2018	GDP-Lin	AlexNet	56.6	55.83	0.77	7270	3469.12	52.28	17.69
2.2.3	2018	NISP	AlexNet			-0.54	7270	3366.01	53.7	17.69	17.18	2.91
2.3.3	2019	OICSR	AlexNet	56.98	56.83	0.15	7270	3344.2	54	17.69
2.2.3	2018	NISP	AlexNet			-0.97	7270	2712.44	62.69	17.69	17.34	1.96
2.5.1	2018	GDP-Lin	AlexNet	56.6	54.82	1.78	7270	2621.26	63.94	17.69
2.2.3	2018	NISP	AlexNet			-1.43	7270	2337.3	67.85	17.69	11.72	33.77
2.3.3	2019	OICSR	AlexNet	56.98	53.78	3.2	7270	2304.59	68.3	17.69
2.2.3	2018	NISP	GoogLeNet			-0.21	1560	649.9	58.34	6.8	4.5	33.76
2.5.1	2022	SMCP	MobileNet-V1	72.6	71	1.6	569	356	37.43	4.2
2.5.2	2022	FTWT	MobileNet-V1	69.57	69.66	-0.09	569	335.31	41.07	4.2
2.6.3	2019	MetaPruning	MobileNet-V1	70.6	70.9	-0.3	569	324	43.06	4.2
2.4.3	2022	RollBack	MobileNet-V1		49.34		569	284.5	50	4.2
2.5.2	2020	DRLP	MobileNet-V1	70.9	70.6	0.3	569	284.5	50	4.2
2.6.1	2018	AMC	MobileNet-V1	70.6	70.2	0.4	569	284.5	50	4.2
2.3.1	2020	EagleEye	MobileNet-V1		70.9		569	284	50.09	4.2
2.6.1	2018	AMC	MobileNet-V1	70.6	68.9	1.7	569	227.6	60	4.2
2.6.1	2021	AGMC	MobileNet-V1	70.6	69.4	1.2	569	227.6	60	4.2
2.6.1	2022	GNN-RL	MobileNet-V1	70.9	69.5	1.4	569	227.6	60	4.2
2.5.1	2022	SMCP	MobileNet-V1	72.6	68.3	4.3	569	208	63.44	4.2
2.6.3	2019	MetaPruning	MobileNet-V1	70.6	66.1	4.5	569	149	73.81	4.2
2.6.3	2019	MetaPruning	MobileNet-V1	70.6	57.2	13.4	569	41	92.79	4.2
2.7.3	2022	1xN	MobileNet-V1	71.15	70.28	0.87	569			4.2	2.1	50
2.6.2	2020	DMCP	MobileNet-V2	72.3	73.9	-1.6	300	300	0	3.5
2.6.2	2020	DMCP	MobileNet-V2	72.3	74.6	-2.3	300	300	0	3.5
2.2.2	2020	GFS	MobileNet-V2	72	71.9	0.1	300	246.5	17.83	3.5	3.2	8.57
2.3.1	2020	PR	MobileNet-V2	72	71.8	-0.2	300	216	28	3.5
2.7.2	2021	CC	MobileNet-V2	71.88	70.91	0.97	300	215	28.33	3.5
2.7.1	2022	RRCP	MobileNet-V2		70.9		300	212.61	29.13	3.5
2.6.2	2022	DDNP	MobileNet-V2	72.05	72.2	-0.15	300	211.5	29.5	3.5
2.6.2	2020	DMCP	MobileNet-V2	72.3	72.4	-0.1	300	211	29.67	3.5
2.6.2	2020	DMCP	MobileNet-V2	72.3	73.5	-1.2	300	211	29.67	3.5
2.6.2	2022	DNCP	MobileNet-V2	72.3	72.7	-0.4	300	211	29.67	3.5
2.2.2	2020	GFS	MobileNet-V2	72	71.6	0.4	300	210.19	29.94	3.5	2.9	17.14
2.2.3	2022	DLRFC	MobileNet-V2	71.8	71.88	0.08	300	210	30	3.5
2.6.1	2018	AMC	MobileNet-V2	71.8	70.8	1	300	210	30	3.5
2.6.1	2021	AGMC	MobileNet-V2	71.8	70.87	0.93	300	210	30	3.5
2.2.2	2020	GFS	MobileNet-V2	72	71.2	0.8	300	192.04	35.99	3.5	2.7	22.86
2.5.2	2021	ManiDP	MobileNet-V2	71.8	71.42	0.38	300	188.4	37.2	3.5

sec	year	method	model	acc	acc-pruned	acc-change	flops	flops-pruned	flops-drop	param	param-pruned	param-drop	dataset
2.3.3	2019	OICSR	AlexNet	56.98	57.87	-0.89	7270	5568.82	23.4	17.69			imagenet
2.2.2	2019	AOFP	AlexNet	55.71	56.54	-0.83	7270	5014.39	31.03	17.69			imagenet
2.5.1	2018	GDP-Lin	AlexNet	56.6	56.46	0.14	7270	4535.16	37.62	17.69			imagenet
2.2.3	2018	NISP	AlexNet			0	7270	4353.28	40.12	17.69	9.36	47.09	imagenet
2.2.2	2019	AOFP	AlexNet	55.71	56.17	-0.46	7270	4268.31	41.29	17.69			imagenet
2.5.1	2018	GDP-Lin	AlexNet	56.6	55.83	0.77	7270	3469.12	52.28	17.69			imagenet
2.2.3	2018	NISP	AlexNet			-0.54	7270	3366.01	53.7	17.69	17.18	2.91	imagenet
2.3.3	2019	OICSR	AlexNet	56.98	56.83	0.15	7270	3344.2	54	17.69			imagenet
2.2.3	2018	NISP	AlexNet			-0.97	7270	2712.44	62.69	17.69	17.34	1.96	imagenet
2.5.1	2018	GDP-Lin	AlexNet	56.6	54.82	1.78	7270	2621.26	63.94	17.69			imagenet
2.2.3	2018	NISP	AlexNet			-1.43	7270	2337.3	67.85	17.69	11.72	33.77	imagenet
2.3.3	2019	OICSR	AlexNet	56.98	53.78	3.2	7270	2304.59	68.3	17.69			imagenet
2.2.3	2018	NISP	GoogLeNet			-0.21	1560	649.9	58.34	6.8	4.5	33.76	imagenet
2.5.1	2022	SMCP	MobileNet-V1	72.6	71	1.6	569	356	37.43	4.2			imagenet
2.5.2	2022	FTWT	MobileNet-V1	69.57	69.66	-0.09	569	335.31	41.07	4.2			imagenet
2.6.3	2019	MetaPruning	MobileNet-V1	70.6	70.9	-0.3	569	324	43.06	4.2			imagenet
2.4.3	2022	RollBack	MobileNet-V1		49.34		569	284.5	50	4.2			imagenet
2.5.2	2020	DRLP	MobileNet-V1	70.9	70.6	0.3	569	284.5	50	4.2			imagenet
2.6.1	2018	AMC	MobileNet-V1	70.6	70.2	0.4	569	284.5	50	4.2			imagenet
2.3.1	2020	EagleEye	MobileNet-V1		70.9		569	284	50.09	4.2			imagenet
2.6.1	2018	AMC	MobileNet-V1	70.6	68.9	1.7	569	227.6	60	4.2			imagenet
2.6.1	2021	AGMC	MobileNet-V1	70.6	69.4	1.2	569	227.6	60	4.2			imagenet
2.6.1	2022	GNN-RL	MobileNet-V1	70.9	69.5	1.4	569	227.6	60	4.2			imagenet
2.5.1	2022	SMCP	MobileNet-V1	72.6	68.3	4.3	569	208	63.44	4.2			imagenet
2.6.3	2019	MetaPruning	MobileNet-V1	70.6	66.1	4.5	569	149	73.81	4.2			imagenet
2.6.3	2019	MetaPruning	MobileNet-V1	70.6	57.2	13.4	569	41	92.79	4.2			imagenet
2.7.3	2022	1xN	MobileNet-V1	71.15	70.28	0.87	569			4.2	2.1	50	imagenet
2.6.2	2020	DMCP	MobileNet-V2	72.3	73.9	-1.6	300	300	0	3.5			imagenet
2.6.2	2020	DMCP	MobileNet-V2	72.3	74.6	-2.3	300	300	0	3.5			imagenet
2.2.2	2020	GFS	MobileNet-V2	72	71.9	0.1	300	246.5	17.83	3.5	3.2	8.57	imagenet
2.3.1	2020	PR	MobileNet-V2	72	71.8	-0.2	300	216	28	3.5			imagenet
2.7.2	2021	CC	MobileNet-V2	71.88	70.91	0.97	300	215	28.33	3.5			imagenet
2.7.1	2022	RRCP	MobileNet-V2		70.9		300	212.61	29.13	3.5			imagenet
2.6.2	2022	DDNP	MobileNet-V2	72.05	72.2	-0.15	300	211.5	29.5	3.5			imagenet
2.6.2	2020	DMCP	MobileNet-V2	72.3	72.4	-0.1	300	211	29.67	3.5			imagenet
2.6.2	2020	DMCP	MobileNet-V2	72.3	73.5	-1.2	300	211	29.67	3.5			imagenet
2.6.2	2022	DNCP	MobileNet-V2	72.3	72.7	-0.4	300	211	29.67	3.5			imagenet
2.2.2	2020	GFS	MobileNet-V2	72	71.6	0.4	300	210.19	29.94	3.5	2.9	17.14	imagenet
2.2.3	2022	DLRFC	MobileNet-V2	71.8	71.88	0.08	300	210	30	3.5			imagenet
2.6.1	2018	AMC	MobileNet-V2	71.8	70.8	1	300	210	30	3.5			imagenet
2.6.1	2021	AGMC	MobileNet-V2	71.8	70.87	0.93	300	210	30	3.5			imagenet
2.2.2	2020	GFS	MobileNet-V2	72	71.2	0.8	300	192.04	35.99	3.5	2.7	22.86	imagenet
2.5.2	2021	ManiDP	MobileNet-V2	71.8	71.42	0.38	300	188.4	37.2	3.5			imagenet

Sections

Dataset Tabs

Query Section

Data Plotting

Data Table