Static Convolutional Neural Networks Datasets

We have a base datasets related to Malware images: visualization and automatic classification paper called Malimg. You can find the dataset inside Malimg.

We have maintained our datasets on Kaggke and here is a reference to the dataset:

The following table describes the datasets used in the Dynamic CNN BiGRU model.

Raw Benign Datasets

Dataset Name	Size	Benign Samples	Related Papers	Links	Source (Public)
initial-raw-benign-dataset (Private)	5.62 GB	8791	N/A	https://www.kaggle.com/datasets/pwn3xt/benigndataset	N/A
paper-raw-bengins-dataset (Private)	5.23 GB	1906	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-exe-paper	N/A
sourceforge-raw-benign-dataset-part-1-1 (Private)	9.66 GB	532	N/A	https://www.kaggle.com/datasets/trainingmodelsy/benigns-exe-1-71	N/A
sourceforge-raw-benign-dataset-part-1-2 (Private)	2.14 GB	174	N/A	https://www.kaggle.com/datasets/trainingmodelsy/benigns-exe-71-100	N/A
sourceforge-raw-benign-dataset-part2 (Private)	7.54 GB	534	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-exe-sf-100-200	N/A
sourceforge-raw-benign-dataset-part-3-1 (Private)	5.74 GB	480	N/A	https://www.kaggle.com/datasets/trainingmodelsy/benigns-exe-200-300	N/A
sourceforge-raw-benign-dataset-part-3-2 (Private)	5.38 GB	494	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-exe-sf-300-400	N/A
sourceforge-raw-benign-dataset-part-4-1 (Private)	6 GB	638	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-exe-sf-400-500	N/A
sourceforge-raw-benign-dataset-part-4-2 (Private)	5.24 GB	693	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-exe-sf-500-600	N/A
sourceforge-raw-benign-dataset-part5 (Private)	11.38 GB	1287	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-exe-sf-600-1000	N/A

Raw Malware Datasets

Dataset Name	Size	Malware Samples	Related Papers	Links	Source (Public)
initial-raw-malware-dataset (Private)	10.77 GB	16,600+	N/A	https://www.kaggle.com/datasets/pwn3xt/malware-dataset	https://vx-underground.org/
test-raw-malware-dataset (Private)	118.77 MB	64	N/A	https://www.kaggle.com/datasets/pwn3xt/new-malware	N/A

Image Benign Datasets

Dataset Name	Size	Benign Samples	Related Papers	Links	Source (Public)
initial-img-benign-dataset (Private)	2.22 GB	8790	N/A	https://www.kaggle.com/datasets/aabenigns/benign-1-imgs	N/A
paper-img-bengins-dataset (Private)	2.57 GB	1906	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-img-paper	N/A
sourceforge-img-benign-dataset-part1 (Private)	5.86 GB	703	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-img-sf-1-100	N/A
sourceforge-img-benign-dataset-part2 (Private)	3.7 GB	533	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-img-sf-100-200	N/A
sourceforge-img-benign-dataset-part3 (Private)	5.51 GB	973	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-img-sf-200-400	N/A
sourceforge-img-benign-dataset-part4 (Private)	5.52 GB	1329	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-img-sf-400-600	N/A
sourceforge-img-benign-dataset-part5 (Private)	5.59 GB	1282	N/A	https://www.kaggle.com/datasets/aabenigns/benigns-img-sf-600-1000	N/A
img-benign-dataset-excluded-1 (Excluded) (Private) (exe?)	5.43 GB	7816	N/A	https://www.kaggle.com/datasets/pwn3xt/benign-dataset	N/A
img-benign-dataset-excluded-2 (Excluded) (Private) (exe?)	6.98 GB	14,897	N/A	https://www.kaggle.com/datasets/pwn3xt/benign	N/A

Image Malware Datasets

Dataset Name	Size	Malware Samples	Related Papers	Links	Source (Public)
initial-img-malware-dataset (Private)	4.2 GB	16,600+	N/A	https://www.kaggle.com/datasets/abdelrhmandemo/yousef-malwares	N/A
test-img-malware-dataset (Private)	52.87 MB	64	N/A	https://www.kaggle.com/datasets/abdelrhmandemo/malwares-test	N/A
malimg-cm-img-malware-dataset (Colored Map Malimg) (Private)	723.79 MB	9339 (25 different families)	Malware Images: Visualization and Automatic Classification	Malimg or https://www.kaggle.com/datasets/abdelrhmandemo/malware-imgs-cm	N/A