SCA Datasets

Collection of metadata of different Side Channel Attack datasets. If you find a new dataset, feel free to add it by creating a pull request.

Main datasets

Name	Traces (training / attack)	Features (original / reduced)	Device	Algorithm	Countermeasures	Keys	Aquisition	Papers	URL
ASCAD v1 fixed key	50000 / 10000	100000 / 700	ATMEGA8515	AES-128	1st order XOR Boolean Masking	Fixed	EM	JOC 2020	see versions below
ASCAD v1 variable key	200000 / 100000	250000 / 1400	ATMEGA8515	AES-128	1st order XOR Boolean Masking	Random	EM	JOC 2020	See versions below
ASCAD v2	810000	1000000	STM32 Cortex M4	AES-128	2nd order Boolean Masking and shuffling	Random	Power	preprint 2021/592	See versions below
DPA v1	81089			DES		Fixed			See versions below
DPA v2	1000000 / 640000		SASEBO GII FPGA	AES-128	None	Random in template, 32 fixed in test	Power		website
DPA v4.1	200000		ATMega-163	AES-128		Fixed	Power		website
DPA v4.2	80000		ATMega-163	AES-128		16 fixed	Power
AES HD	500000	1250	Xilinx Virtex-5 FPGA on SASEBO GII	AES-128	None	1 fixed	EM probe on power line	CHES 2018	See versions below
AES HD MM aka TeSCASE	5600000	3125	SASEBO GII FPGA	AES-128		1 fixed		website
AES RD	25000 / 25000	3500	8-bit Atmel AVR	AES-128	Random delay interrupt	1 fixed	Power	CHES 2009	See versions below
AT128-N	200000	47000	ATmega128A	AES-128	optional Random delay		Power	CHES 2021	Github Repository
AT128-F	200000	47000	ATmega128A	AES-128	optional Random delay		Power	CHES 2021	Github Repository
CHES CTF 2018 AES	4x10000 / 2x1000	? / 2200	STM32	AES-128	1st order XOR Boolean Masking	Fixed and Random			See versions below
CHES CTF 2018 DSA				DSA		Fixed			website
CHES CTF 2018 RSA				RSA		Fixed			website
WolfSSL Ed25519	6400	1000	STM32F4 on Piñata board	Curve25519 EdDSA			Power	preprint 2019/358, 2020 OA journal paper	Github repository
Reassure Curve25519	5997		μNaCl, ATmega328P, Chipwhisperer	Curve25519		arithmetic-based conditional swap, projective coordinate re-randomization, scalar randomization	EM	preprint 2016/923, 2020 OA journal paper	website
Curve25519 CSWAP-arith	76500	8000	μNaCl, STM32F4	Curve25519	arithmetic-based conditional swap, projective coordinate re-randomization, scalar randomization		EM	preprint 2017/1204
Curve25519 CSWAP-pointer	76500	1000	μNaCl, STM32F4	Curve25519	pointer-based conditional swap, projective coordinate re-randomization, scalar randomization		EM	preprint 2017/1204
CHES Challenge 2020 fixed key			software	Clyde-128	different ISW masking methods	Fixed	Power	preprint 2022/471
CHES Challenge 2020 variable key			software	Clyde-128	different ISW masking methods	Random	Power	preprint 2022/471

Versions

Main dataset	Version	URL
ASCAD v1 fixed key	Official government release	https://www.data.gouv.fr/s/resources/ascad/20180530-163000/ASCAD_data.zip
ASCAD v1 fixed key	Preprocessed 700 features	https://github.com/ANSSI-FR/ASCAD/tree/master/ATMEGA_AES_v1/ATM_AES_v1_fixed_key
ASCAD v1 fixed key	Preprocessed 700 features and desynchronized	https://github.com/ANSSI-FR/ASCAD/tree/master/ATMEGA_AES_v1/ATM_AES_v1_fixed_key
ASCAD v1 variable key	Official government release	https://www.data.gouv.fr/s/resources/ascad/20180530-163000/ASCAD_data.zip
ASCAD v1 variable key	Preprocessed 1400 features	https://github.com/ANSSI-FR/ASCAD/tree/master/ATMEGA_AES_v1/ATM_AES_v1_variable_key
ASCAD v1 variable key	Preprocessed 1400 features and desynchronized	https://github.com/ANSSI-FR/ASCAD/tree/master/ATMEGA_AES_v1/ATM_AES_v1_variable_key
ASCAD v2	Official government release	https://files.data.gouv.fr/anssi/ascadv2/
ASCAD v2	Preprocessed 15000 features	https://files.data.gouv.fr/anssi/ascadv2/ascadv2-extracted.h5
AES HD	Original release 500000 traces	http://aisylabdatasets.ewi.tudelft.nl/aes_hd.h5
AES HD	AISyLab AES_HD_Ext	https://github.com/AISyLab/AES_HD_Ext
AES HD	Zaid preprocessed 50000 / 25000 traces	https://github.com/gabzai/Methodology-for-efficient-CNN-architectures-in-SCA/blob/master/AES_HD/AES_HD_dataset.zip
AES RD	Original release	https://github.com/ikizhvatov/randomdelays-traces
AES RD	Zaid preprocessed 3500 features	https://github.com/gabzai/Methodology-for-efficient-CNN-architectures-in-SCA/tree/master/AES_RD/AES_RD_dataset
DPA contest v1	Attacking the SecmatV1 SoC in ASIC, used for the contest	https://cloud.telecom-paris.fr/s/8KWK5PnApP4DNy7
DPA contest v1	Attacking the SecmatV3 SoC in ASIC, 81569 traces	https://cloud.telecom-paris.fr/s/js8bcrAnZc4rLQb
DPA contest v1	Attacking the SecmatV3 SoC in FPGA (Altera Stratix), 67753 traces	https://cloud.telecom-paris.fr/s/qjDtWRHy4WEDBcm
DPA contest v4.2	Official contest release	https://www.dpacontest.org/v4/42_traces.php
DPA contest v4.2	Zaid preprocessed 4000 features	https://github.com/gabzai/Methodology-for-efficient-CNN-architectures-in-SCA/blob/master/DPA-contest%20v4/DPAv4_dataset.zip
CHES CTF 2018 AES	Official CTF files with 42000 traces requiring google login	https://chesctf.riscure.com/2018/content?show=training
CHES CTF 2018 AES	Private full dataset with 500000 traces	not available
CHES CTF 2018 AES	Preprocessing scripts for neural networks	https://github.com/agohr/ches2018
CHES CTF 2018 AES	AISYLabs version with a different subset of 45000 traces from the full 500000 trace private dataset, used in preprint 2021/357	http://aisylabdatasets.ewi.tudelft.nl/ches_ctf.h5