---
dataset_info:
  features:
  - name: image
    dtype: image
  - name: label
    dtype:
      class_label:
        names:
          '0': Allium cepa (Onion)
          '1': Aloe barbadensis miller (Aloevera)
          '2': Alpinia Galanga (Rasna)
          '3': Amaranthus Viridis (Arive-Dantu)
          '4': Andrographis paniculata (Nelavembu)
          '5': Annona squamosa (Seethapala)
          '6': Artocarpus heterophyllus (Jackfruit)
          '7': Azadirachta indica (Neem)
          '8': Bacopa monnieri (Bhrami)
          '9': Bambusa vulgaris (Bamboo)
          '10': Basella alba (Malabar Spinach)
          '11': Brassica Juncea (Indian Mustard)
          '12': Brassica oleracea (Kohlrabi)
          '13': Calotropis gigantea (Crown flower_Ekka)
          '14': Capsicum annuum (Chilly)
          '15': Cardiospermum halicacabum (Balloon Vine)
          '16': Carica papaya (Papaya)
          '17': Carissa Carandas (Karanda)
          '18': Catharanthus roseus (Catharanthus)
          '19': Chamaecostus cuspidatus (Insulin)
          '20': Cinnamomum camphora (Camphor)
          '21': Citrus limon (Lemon)
          '22': Citrus medica (herelikai)
          '23': Coffea arabica (Coffee)
          '24': Coleus amboinicus (Mexican mint_Doddpathre)
          '25': Colocasia esculenta (Taro)
          '26': Coriandrum sativum (Coriander)
          '27': Cucurbita (Pumpkin)
          '28': Curcuma longa (Turmeric)
          '29': Cymbopogon (Lemongrass)
          '30': Ducati Panigale (Ganigale)
          '31': Eclipta prostrata (Bringaraja)
          '32': Eucalyptus globulus Labill (Eucalyptus)
          '33': Euphorbia hirta (Astma weed)
          '34': Ficus Auriculata (Roxburgh fig)
          '35': Ficus Religiosa (Peepal Tree)
          '36': Gomphrena globosa (Globe Amarnath)
          '37': Graptophyllum pictum (Caricature)
          '38': Hibiscus rosa-sinensis (Hibiscus)
          '39': Hymenaea courbaril (Chakte)
          '40': Ixora coccinea (Jungle geranium_kepala)
          '41': Jasminum (Jasmine)
          '42': Justicia adhatoda (Malabar Nut)
          '43': Lantana camara (Lantana)
          '44': Lawsonia inermis (Henna)
          '45': Leucas aspera (Kambajala)
          '46': Magnolia champaca (Sampige)
          '47': Mangifera indica (Mango)
          '48': Manilkara zapota (Sapota)
          '49': Mentha (Mint)
          '50': Momordica dioica (Thumbai_Spiny gourd)
          '51': Morinda citrifolia (Nooni)
          '52': Moringa oleifera (Moringa_Drumstick)
          '53': Muntingia Calabura (Jamaica Cherry-Gasagase)
          '54': Murraya koenigii (Curry)
          '55': Neolamarckia cadamba (Burflower-tree_Kasambruga)
          '56': Nerium oleander (Arali)
          '57': Nyctanthes arbor-tristis (Parijatha)
          '58': Ocimum basilicum (kamakasturi)
          '59': Ocimum tenuiflorum (Tulsi)
          '60': Papaver somniferum (Poppy seed_Gasagase)
          '61': Phaseolus vulgaris (Beans)
          '62': Phyllanthus emblica (Amla)
          '63': Piper betle (Betel)
          '64': Piper nigrum (Black pepper)
          '65': Pisum sativum (Pea)
          '66': Plectranthus Amboinicus (Mexican Mint)
          '67': Pongamia pinnata (Pongamia_Honge)
          '68': Psidium guajava (Guava)
          '69': Punica granatum (Pomoegranate)
          '70': Radermachera xylocarpa (Padri)
          '71': Raphanus sativus (Raddish)
          '72': Ricinus communis (Castor)
          '73': Rosa rubiginosa (Rose)
          '74': Ruta graveolens (Common rue_naagdalli)
          '75': Santalum Album (Sandalwood)
          '76': Saraca asoca (Ashoka)
          '77': Saraca asoca (Seethaashoka)
          '78': Solanum lycopersicum (Tomato)
          '79': Solanum nigrum (Blackberry nightshade_Ganike)
          '80': Spinacia oleracea (Palak(Spinach))
          '81': Syzygium Jambos (Rose Apple)
          '82': Syzygium cumini (Nerale)
          '83': Tabernaemontana Divaricata (Crape Jasmine)
          '84': Tagetes (Marigold)
          '85': Tamarindus indica (Tamarind)
          '86': Tecoma stans (Tecoma)
          '87': Tinospora cordifolia (Amruthaballi)
          '88': Trigonella Foenum-graecum (Fenugreek)
          '89': Wrightia tinctoria (Badipala)
          '90': Zingiber officinale (Ginger)
  - name: botanical_name
    dtype: string
  - name: common_name
    dtype: string
  splits:
  - name: train
    num_bytes: 1710871576
    num_examples: 6104
  download_size: 1710837121
  dataset_size: 1710871576
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
license: cc-by-nc-4.0
task_categories:
- image-classification
size_categories:
- 1K<n<10K
---
# Herbify Herb Classification

Herbify is a medicinal herb identification dataset of 6,104 images covering 91 herb species (about 67 images per species), built by merging and cleaning the DIMPSAR and DeepHerb datasets of Indian medicinal plants and standardizing them with the authors' PAHD preprocessing. Each image is labelled with the species folder, whose name gives the botanical and common name. The dataset contains 6,104 images across 91 classes: Allium cepa (Onion), Aloe barbadensis miller (Aloevera), Alpinia Galanga (Rasna), Amaranthus Viridis (Arive-Dantu), Andrographis paniculata (Nelavembu), Annona squamosa (Seethapala), Artocarpus heterophyllus (Jackfruit), Azadirachta indica (Neem), Bacopa monnieri (Bhrami), Bambusa vulgaris (Bamboo), Basella alba (Malabar Spinach), Brassica Juncea (Indian Mustard), Brassica oleracea (Kohlrabi), Calotropis gigantea (Crown flower_Ekka), Capsicum annuum (Chilly), Cardiospermum halicacabum (Balloon Vine), Carica papaya (Papaya), Carissa Carandas (Karanda), Catharanthus roseus (Catharanthus), Chamaecostus cuspidatus (Insulin), Cinnamomum camphora (Camphor), Citrus limon (Lemon), Citrus medica (herelikai), Coffea arabica (Coffee), Coleus amboinicus (Mexican mint_Doddpathre), Colocasia esculenta (Taro), Coriandrum sativum (Coriander), Cucurbita (Pumpkin), Curcuma longa (Turmeric), Cymbopogon (Lemongrass), Ducati Panigale (Ganigale), Eclipta prostrata (Bringaraja), Eucalyptus globulus Labill (Eucalyptus), Euphorbia hirta (Astma weed), Ficus Auriculata (Roxburgh fig), Ficus Religiosa (Peepal Tree), Gomphrena globosa (Globe Amarnath), Graptophyllum pictum (Caricature), Hibiscus rosa-sinensis (Hibiscus), Hymenaea courbaril (Chakte), Ixora coccinea (Jungle geranium_kepala), Jasminum (Jasmine), Justicia adhatoda (Malabar Nut), Lantana camara (Lantana), Lawsonia inermis (Henna), Leucas aspera (Kambajala), Magnolia champaca (Sampige), Mangifera indica (Mango), Manilkara zapota (Sapota), Mentha (Mint), Momordica dioica (Thumbai_Spiny gourd), Morinda citrifolia (Nooni), Moringa oleifera (Moringa_Drumstick), Muntingia Calabura (Jamaica Cherry-Gasagase), Murraya koenigii (Curry), Neolamarckia cadamba (Burflower-tree_Kasambruga), Nerium oleander (Arali), Nyctanthes arbor-tristis (Parijatha), Ocimum basilicum (kamakasturi), Ocimum tenuiflorum (Tulsi), Papaver somniferum (Poppy seed_Gasagase), Phaseolus vulgaris (Beans), Phyllanthus emblica (Amla), Piper betle (Betel), Piper nigrum (Black pepper), Pisum sativum (Pea), Plectranthus Amboinicus (Mexican Mint), Pongamia pinnata (Pongamia_Honge), Psidium guajava (Guava), Punica granatum (Pomoegranate), Radermachera xylocarpa (Padri), Raphanus sativus (Raddish), Ricinus communis (Castor), Rosa rubiginosa (Rose), Ruta graveolens (Common rue_naagdalli), Santalum Album (Sandalwood), Saraca asoca (Ashoka), Saraca asoca (Seethaashoka), Solanum lycopersicum (Tomato), Solanum nigrum (Blackberry nightshade_Ganike), Spinacia oleracea (Palak(Spinach)), Syzygium Jambos (Rose Apple), Syzygium cumini (Nerale), Tabernaemontana Divaricata (Crape Jasmine), Tagetes (Marigold), Tamarindus indica (Tamarind), Tecoma stans (Tecoma), Tinospora cordifolia (Amruthaballi), Trigonella Foenum-graecum (Fenugreek), Wrightia tinctoria (Badipala), Zingiber officinale (Ginger).  
Images per class:
- Allium cepa (Onion): 88
- Aloe barbadensis miller (Aloevera): 71
- Alpinia Galanga (Rasna): 50
- Amaranthus Viridis (Arive-Dantu): 122
- Andrographis paniculata (Nelavembu): 68
- Annona squamosa (Seethapala): 59
- Artocarpus heterophyllus (Jackfruit): 107
- Azadirachta indica (Neem): 70
- Bacopa monnieri (Bhrami): 82
- Bambusa vulgaris (Bamboo): 48
- Basella alba (Malabar Spinach): 161
- Brassica Juncea (Indian Mustard): 34
- Brassica oleracea (Kohlrabi): 25
- Calotropis gigantea (Crown flower_Ekka): 35
- Capsicum annuum (Chilly): 24
- Cardiospermum halicacabum (Balloon Vine): 38
- Carica papaya (Papaya): 112
- Carissa Carandas (Karanda): 74
- Catharanthus roseus (Catharanthus): 71
- Chamaecostus cuspidatus (Insulin): 68
- Cinnamomum camphora (Camphor): 38
- Citrus limon (Lemon): 146
- Citrus medica (herelikai): 62
- Coffea arabica (Coffee): 42
- Coleus amboinicus (Mexican mint_Doddpathre): 98
- Colocasia esculenta (Taro): 55
- Coriandrum sativum (Coriander): 80
- Cucurbita (Pumpkin): 66
- Curcuma longa (Turmeric): 34
- Cymbopogon (Lemongrass): 7
- Ducati Panigale (Ganigale): 46
- Eclipta prostrata (Bringaraja): 58
- Eucalyptus globulus Labill (Eucalyptus): 31
- Euphorbia hirta (Astma weed): 40
- Ficus Auriculata (Roxburgh fig): 50
- Ficus Religiosa (Peepal Tree): 63
- Gomphrena globosa (Globe Amarnath): 58
- Graptophyllum pictum (Caricature): 76
- Hibiscus rosa-sinensis (Hibiscus): 85
- Hymenaea courbaril (Chakte): 53
- Ixora coccinea (Jungle geranium_kepala): 42
- Jasminum (Jasmine): 99
- Justicia adhatoda (Malabar Nut): 33
- Lantana camara (Lantana): 39
- Lawsonia inermis (Henna): 71
- Leucas aspera (Kambajala): 45
- Magnolia champaca (Sampige): 29
- Mangifera indica (Mango): 115
- Manilkara zapota (Sapota): 29
- Mentha (Mint): 163
- Momordica dioica (Thumbai_Spiny gourd): 60
- Morinda citrifolia (Nooni): 53
- Moringa oleifera (Moringa_Drumstick): 112
- Muntingia Calabura (Jamaica Cherry-Gasagase): 56
- Murraya koenigii (Curry): 127
- Neolamarckia cadamba (Burflower-tree_Kasambruga): 37
- Nerium oleander (Arali): 100
- Nyctanthes arbor-tristis (Parijatha): 85
- Ocimum basilicum (kamakasturi): 65
- Ocimum tenuiflorum (Tulsi): 152
- Papaver somniferum (Poppy seed_Gasagase): 55
- Phaseolus vulgaris (Beans): 77
- Phyllanthus emblica (Amla): 36
- Piper betle (Betel): 107
- Piper nigrum (Black pepper): 8
- Pisum sativum (Pea): 45
- Plectranthus Amboinicus (Mexican Mint): 48
- Pongamia pinnata (Pongamia_Honge): 88
- Psidium guajava (Guava): 143
- Punica granatum (Pomoegranate): 129
- Radermachera xylocarpa (Padri): 48
- Raphanus sativus (Raddish): 29
- Ricinus communis (Castor): 91
- Rosa rubiginosa (Rose): 106
- Ruta graveolens (Common rue_naagdalli): 42
- Santalum Album (Sandalwood): 58
- Saraca asoca (Ashoka): 66
- Saraca asoca (Seethaashoka): 24
- Solanum lycopersicum (Tomato): 43
- Solanum nigrum (Blackberry nightshade_Ganike): 36
- Spinacia oleracea (Palak(Spinach)): 158
- Syzygium Jambos (Rose Apple): 56
- Syzygium cumini (Nerale): 77
- Tabernaemontana Divaricata (Crape Jasmine): 56
- Tagetes (Marigold): 38
- Tamarindus indica (Tamarind): 98
- Tecoma stans (Tecoma): 32
- Tinospora cordifolia (Amruthaballi): 76
- Trigonella Foenum-graecum (Fenugreek): 36
- Wrightia tinctoria (Badipala): 51
- Zingiber officinale (Ginger): 40

This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.

## Citation

```bibtex
@article{sheth2025herbify,
  title={Herbify: an ensemble deep learning framework integrating convolutional neural networks and vision transformers for precise herb identification},
  author={Sheth, Farhan and Chatter, Ishika and Jasra, Manvendra and Kumar, Gireesh and Sharma, Richa},
  journal={Plant Methods},
  volume={21},
  pages={104},
  year={2025},
  publisher={BioMed Central}
}
```


*This dataset was reformatted from its original format to match HuggingFace standards.*