Indian Biological Images Archive

Project Accession:	IBIAP_1000000007
Title:	Facilitating spice recognition and classification: An image dataset of Indian spices
Representative Image:
Description:	This data paper presents a comprehensive visual dataset of 19 distinct types of Indian spices, consisting of high-quality images meticulously curated to facilitate various research and educational applications. The dataset includes extensive imagery of the following spices: Asafoetida, Bay Leaf, Black Cardamom, Black Pepper, Caraway Seeds, Cinnamon Stick, Cloves, Coriander Seeds, Cubeb Pepper, Cumin Seeds, Dry Ginger, Dry Red Chilly, Fennel Seeds, Green Cardamom, Mace, Nutmeg, Poppy Seeds, Star Anise, and Stone Flowers. Each image in the dataset has been captured under controlled conditions to ensure consistency and clarity, making it an invaluable resource for studies in food science, agriculture, and culinary arts. The dataset can also support machine learning and computer vision applications, such as spice recognition and classification. By providing detailed visual documentation, this dataset aims to promote a deeper understanding and appreciation of the rich diversity of Indian spices.
Publications:	https://doi.org/10.1016/j.dib.2024.110936
Associated Codes (URL only):	N/A
Funding agency:	N/A
Grant Number:	N/A
Ethics Statement:	N/A
Any Other Information :	N/A
Additional File:	N/A
Acknowledgments:	We are grateful to Kasetsart University Sriracha Campus, Thailand and Vishwakarma University, Pune for their support and provision of necessary resources during this research endeavour. We would also like to extend our gratitude to Mr. Aditya Wandhekar of Vishwakarma University for his invaluable support in the evaluation of the dataset using pre-trained machine learning models.

Sr.No	First name	Last name	Email	Organization	Designation
1	Sandip	Thite	N/A	Vishwakarma University, Pune	Unspecified
2	Deepali	Godse	N/A	Bharati Vidyapeeth's College of Engineering for Women, Pune	Unspecified
3	Kailas	Patil	kailas.patil@vupune.ac.in	Vishwakarma University, Pune	Principal Investigator
4	Prawit	Chumchu	N/A	Kasetsart University, Sriracha, Thailand	Unspecified
5	Alfa	Nyandoro	anyandoro@regent.edu	Regent University, Virginia Beach, VA, USA	Principal Investigator

Study Accession:	PPS_1000000011
Title:	Facilitating spice recognition and classification: An image dataset of Indian spices
Imaging Type:	Plant Photography (PP)
Imaging Sub-type:	Not Applicable
Summary:	This data paper presents a comprehensive visual dataset of 19 distinct types of Indian spices, consisting of high-quality images meticulously curated to facilitate various research and educational applications. The dataset includes extensive imagery of the following spices: Asafoetida, Bay Leaf, Black Cardamom, Black Pepper, Caraway Seeds, Cinnamon Stick, Cloves, Coriander Seeds, Cubeb Pepper, Cumin Seeds, Dry Ginger, Dry Red Chilly, Fennel Seeds, Green Cardamom, Mace, Nutmeg, Poppy Seeds, Star Anise, and Stone Flowers. Each image in the dataset has been captured under controlled conditions to ensure consistency and clarity, making it an invaluable resource for studies in food science, agriculture, and culinary arts. The dataset can also support machine learning and computer vision applications, such as spice recognition and classification. By providing detailed visual documentation, this dataset aims to promote a deeper understanding and appreciation of the rich diversity of Indian spices.
Keywords:	Agriculture, Culinary art, Food science, Indian spices, Spice classification
Additional / Any Other Information:	N/A
Release Date:	Dec. 12, 2024
Access Licence Type:	Open Access

Table 1. The sample types registered under this study are as follows:

Sample Type ID	Organism	Taxon ID	Biological Entity	Laterality	Source Tissue	Source Cell/Cell-line	Cell Organelle
PPSMT_10000000020	Piper nigrum	13216	Fruit	Not Applicable	N/A	N/A	N/A
PPSMT_10000000018	Cinnamomum tamala	397098	Leaf	Not Applicable	N/A	N/A	N/A
PPSMT_10000000019	Amomum subulatum	1008370	Seed/Seedpod	Not Applicable	N/A	N/A	N/A
PPSMT_10000000021	Carum carvi	48032	Seed	Not Applicable	N/A	N/A	N/A
PPSMT_10000000022	Cinnamomum verum	128608	Bark	Not Applicable	N/A	N/A	N/A
PPSMT_10000000024	Coriandrum sativum	4047	Seed	Not Applicable	N/A	N/A	N/A
PPSMT_10000000025	Piper cubeba	405322	Fruit	Not Applicable	N/A	N/A	N/A
PPSMT_10000000026	Cuminum cyminum	52462	Seed	Not Applicable	N/A	N/A	N/A
PPSMT_10000000028	Capsicum annuum	4072	Fruit	Not Applicable	N/A	N/A	N/A
PPSMT_10000000029	Anethum foeniculum	2849586	Seed	Not Applicable	N/A	N/A	N/A
PPSMT_10000000030	Elettaria cardamomum	105181	Seed/Seedpod	Not Applicable	N/A	N/A	N/A
PPSMT_10000000031	Myristica fragrans	51089	Aril	Not Applicable	N/A	N/A	N/A
PPSMT_10000000032	Myristica fragrans	51089	Seed	Not Applicable	N/A	N/A	N/A
PPSMT_10000000033	Papaver somniferum	3469	Seed	Not Applicable	N/A	N/A	N/A
PPSMT_10000000034	Illicium verum	124778	Fruit/Seed	Not Applicable	N/A	N/A	N/A
PPSMT_10000000035	Parmotrema perlatum	172635	N/A	Not Applicable	N/A	N/A	N/A
PPSMT_10000000023	Syzygium aromaticum	219868	Flower	Not Applicable	N/A	N/A	N/A
PPSMT_10000000017	Ferula assa-foetida	52470	Stem/Root	Not Applicable	N/A	N/A	N/A
PPSMT_10000000027	Zingiber officinale	94328	Stem	Not Applicable	N/A	N/A	N/A

Table 2. The samples registered under this study are as follows:

Sample Type ID	Sample ID	Plant Part Used	Plant Variety Name	Sample Source	Geographic Location (latitude)	Geographic Location (longitude)
PPSMT_10000000033	PPSM_10000033040	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033041	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033042	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033043	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033044	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033045	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033046	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033047	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033048	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000033	PPSM_10000033049	Seed	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033056	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033057	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033058	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033059	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033060	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033061	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033062	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033063	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033064	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397
PPSMT_10000000025	PPSM_10000033065	Fruit	N/A	Market Yard, Gultekadi, Pune, Maharashtra 411,037.	18.4912368559697	73.8703350712397

Table 3. The experiment types registered under this study are as follows:

Experiment Type ID	Instrument Name	Instrument Type	Manufacturer	Model
PPET_10000000005	Camera	Smart Phone	Samsung	SM-E236B

Experimental Design Summary (PPET_10000000005)
This dataset comprises a comprehensive collection of 10,991 high-quality images showcasing 19 distinct types of Indian spices, captured at Market Yard, Gultekadi, Pune, Maharashtra, India. Each spice category—Asafoetida, Bay Leaf, Black Cardamom, Black Pepper, Caraway Seeds, Cinnamon Stick, Cloves, Coriander Seeds, Cubeb Pepper, Cumin Seeds, Dry Ginger, Dry Red Chilly, Fennel Seeds, Green Cardamom, Mace, Nutmeg, Poppy Seeds, Star Anise, and Stone Flowers is meticulously organized into separate folders. For each category, multiple images were taken from various angles and under different lighting conditions, ensuring a rich and diverse collection. The images were captured under controlled lighting conditions to maintain consistent quality. All images are saved in JPG format and have been resized to a uniform resolution of 810 × 1080 pixels for efficient storage and processing. The creation of the Indian spices dataset follows a structured five-stage process. First, Market Yard in Gultekadi, Pune, Maharashtra, India, was identified for its extensive variety of authentic spices. Then, 19 essential spices, including Asafoetida, Bay Leaf, Black Cardamom, and others, were carefully selected to represent the diversity of Indian cuisine. High-quality images were captured using a high-resolution smartphone camera under controlled lighting conditions, with multiple photographs taken from various angles. These images were manually labelled and classified into categories to ensure accurate and reliable data. Finally, the images were organized into folders based on spice type, saved in JPG format with a resolution of 810×1080 pixels, and systematically stored for easy retrieval and analysis, making the dataset a valuable resource for machine learning, image recognition, and culinary studies.The image acquisition stage involves capturing high-quality images of the selected spices. Using professional-grade cameras and lighting equipment, the spices are meticulously arranged and photographed from multiple angles with most images taken from the top view to ensure clear visibility of their distinct features.

Experimental Design Summary (PPET_10000000005)

This dataset comprises a comprehensive collection of 10,991 high-quality images showcasing 19 distinct types of Indian spices, captured at Market Yard, Gultekadi, Pune, Maharashtra, India. Each spice category—Asafoetida, Bay Leaf, Black Cardamom, Black Pepper, Caraway Seeds, Cinnamon Stick, Cloves, Coriander Seeds, Cubeb Pepper, Cumin Seeds, Dry Ginger, Dry Red Chilly, Fennel Seeds, Green Cardamom, Mace, Nutmeg, Poppy Seeds, Star Anise, and Stone Flowers is meticulously organized into separate folders. For each category, multiple images were taken from various angles and under different lighting conditions, ensuring a rich and diverse collection. The images were captured under controlled lighting conditions to maintain consistent quality. All images are saved in JPG format and have been resized to a uniform resolution of 810 × 1080 pixels for efficient storage and processing. The creation of the Indian spices dataset follows a structured five-stage process. First, Market Yard in Gultekadi, Pune, Maharashtra, India, was identified for its extensive variety of authentic spices. Then, 19 essential spices, including Asafoetida, Bay Leaf, Black Cardamom, and others, were carefully selected to represent the diversity of Indian cuisine. High-quality images were captured using a high-resolution smartphone camera under controlled lighting conditions, with multiple photographs taken from various angles. These images were manually labelled and classified into categories to ensure accurate and reliable data. Finally, the images were organized into folders based on spice type, saved in JPG format with a resolution of 810×1080 pixels, and systematically stored for easy retrieval and analysis, making the dataset a valuable resource for machine learning, image recognition, and culinary studies.The image acquisition stage involves capturing high-quality images of the selected spices. Using professional-grade cameras and lighting equipment, the spices are meticulously arranged and photographed from multiple angles with most images taken from the top view to ensure clear visibility of their distinct features.

Acquired Images Annotation Description (PPET_10000000005)
Following image acquisition, the dataset undergoes image classification, where each image is labelled with its corresponding spice category. This stage involves manually assigning labels to images based on the spice they represent.

Table 4. The experiments registered under this study are as follows:

Sample ID	Experiment Type ID	Experiment ID	Image type (Original / Derived / Unknown)	Any Other Information	Light Source	Camera Specifications	Images Resolution (in MP)	Aperture Value	Exposure Time	F Number	Focal Length	Metering Mode	Shutter Speed Value	Type of Images
PPSM_10000035201	PPET_10000000005	PPE_10000033723	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035213	PPET_10000000005	PPE_10000033735	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035219	PPET_10000000005	PPE_10000033741	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035231	PPET_10000000005	PPE_10000033753	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035237	PPET_10000000005	PPE_10000033759	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035249	PPET_10000000005	PPE_10000033771	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035255	PPET_10000000005	PPE_10000033777	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035267	PPET_10000000005	PPE_10000033789	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035273	PPET_10000000005	PPE_10000033795	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035285	PPET_10000000005	PPE_10000033807	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035291	PPET_10000000005	PPE_10000033813	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035303	PPET_10000000005	PPE_10000033825	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035309	PPET_10000000005	PPE_10000033831	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035321	PPET_10000000005	PPE_10000033843	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035327	PPET_10000000005	PPE_10000033849	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035339	PPET_10000000005	PPE_10000033861	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035345	PPET_10000000005	PPE_10000033867	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035354	PPET_10000000005	PPE_10000033876	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035361	PPET_10000000005	PPE_10000033883	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices
PPSM_10000035362	PPET_10000000005	PPE_10000033884	Derived	N/A	21	Samsung-SM-E236B	810×1080	1.69	0.01	1.8	4.6	2	6.643	Spices

Experiment ID	Image File Name (with path)	Image Preview	Image Size
PPE_10000029586	Indian_spices/Cloves/Cloves665.jpg	Download Image	240K
PPE_10000029587	Indian_spices/Cloves/Cloves666.jpg	Download Image	236K
PPE_10000029588	Indian_spices/Cloves/Cloves667.jpg	Download Image	224K
PPE_10000029589	Indian_spices/Cloves/Cloves668.jpg	Download Image	200K
PPE_10000029590	Indian_spices/Cloves/Cloves669.jpg	Download Image	184K
PPE_10000029591	Indian_spices/Cloves/Cloves670.jpg	Download Image	184K
PPE_10000029592	Indian_spices/Cloves/Cloves671.jpg	Download Image	176K
PPE_10000029593	Indian_spices/Cloves/Cloves672.jpg	Download Image	176K
PPE_10000029594	Indian_spices/Cloves/Cloves673.jpg	Download Image	176K
PPE_10000029595	Indian_spices/Cloves/Cloves674.jpg	Download Image	156K

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