From 063414547b4856ce2d64a024b2ff136d8c62a803 Mon Sep 17 00:00:00 2001 From: Jared Smith Date: Sun, 25 Oct 2026 14:47:54 -0700 Subject: [PATCH] new data --- static/data/dataset_history.json | 8 +- static/data/datasets.json | 21 - static/data/hf_datasets.json | 1856 ++++++++++++++++- ...tree_segmentation_point_cloud_samples.json | 1 + ..._tls_segmentation_point_cloud_samples.json | 1 + ...loud_segmentation_point_cloud_samples.json | 1 + ...ne_grassland_root_segmentation_sample.webp | Bin 0 -> 204736 bytes ..._disease_classification_uganda_sample.webp | Bin 0 -> 55926 bytes ...li_pepper_virus_classification_sample.webp | Bin 0 -> 30442 bytes .../cross_season_weed_detection_sample.webp | Bin 0 -> 357114 bytes ...deepcob_maize_cob_segmentation_sample.webp | Bin 0 -> 117748 bytes ...grassfield_weed_classification_sample.webp | Bin 0 -> 6910 bytes .../herbify_herb_classification_sample.webp | Bin 0 -> 1227526 bytes ...apple_rgbd_amodal_segmentation_sample.webp | Bin 0 -> 178452 bytes ...ty_leaf_disease_classification_sample.webp | Bin 0 -> 1518624 bytes ...t_cocoa_pod_ripeness_detection_sample.webp | Bin 0 -> 411150 bytes .../salma_leaf_segmentation_sample.webp | Bin 0 -> 88976 bytes .../seed_germination_detection_sample.webp | Bin 0 -> 109810 bytes ...ro_leaf_disease_classification_sample.webp | Bin 0 -> 109602 bytes ...o_disease_detection_greenhouse_sample.webp | Bin 0 -> 537032 bytes ...ss_tomato_detection_greenhouse_sample.webp | Bin 0 -> 244332 bytes ...a_tomato_damage_classification_sample.webp | Bin 0 -> 46418 bytes ...uta_tomato_leaf_classification_sample.webp | Bin 0 -> 27366 bytes ...vineyard_grape_trunk_detection_sample.webp | Bin 0 -> 180510 bytes .../wgrape_unipd_bunch_detection_sample.webp | Bin 0 -> 265494 bytes ..._kernel_quality_classification_sample.webp | Bin 0 -> 72318 bytes ..._encroachment_uav_segmentation_sample.webp | Bin 0 -> 108538 bytes 27 files changed, 1865 insertions(+), 23 deletions(-) create mode 100644 static/data/point_cloud_samples/lautx_tree_segmentation_point_cloud_samples.json create mode 100644 static/data/point_cloud_samples/living_dead_crown_tls_segmentation_point_cloud_samples.json create mode 100644 static/data/point_cloud_samples/nibio_mls_forest_point_cloud_segmentation_point_cloud_samples.json create mode 100644 static/img/agml/sample_images/alpine_grassland_root_segmentation_sample.webp create mode 100644 static/img/agml/sample_images/bean_disease_classification_uganda_sample.webp create mode 100644 static/img/agml/sample_images/chili_pepper_virus_classification_sample.webp create mode 100644 static/img/agml/sample_images/cross_season_weed_detection_sample.webp create mode 100644 static/img/agml/sample_images/deepcob_maize_cob_segmentation_sample.webp create mode 100644 static/img/agml/sample_images/grassfield_weed_classification_sample.webp create mode 100644 static/img/agml/sample_images/herbify_herb_classification_sample.webp create mode 100644 static/img/agml/sample_images/papple_rgbd_amodal_segmentation_sample.webp create mode 100644 static/img/agml/sample_images/plantcity_leaf_disease_classification_sample.webp create mode 100644 static/img/agml/sample_images/ripset_cocoa_pod_ripeness_detection_sample.webp create mode 100644 static/img/agml/sample_images/salma_leaf_segmentation_sample.webp create mode 100644 static/img/agml/sample_images/seed_germination_detection_sample.webp create mode 100644 static/img/agml/sample_images/taro_leaf_disease_classification_sample.webp create mode 100644 static/img/agml/sample_images/tomato_disease_detection_greenhouse_sample.webp create mode 100644 static/img/agml/sample_images/truss_tomato_detection_greenhouse_sample.webp create mode 100644 static/img/agml/sample_images/tuta_absoluta_tomato_damage_classification_sample.webp create mode 100644 static/img/agml/sample_images/tuta_absoluta_tomato_leaf_classification_sample.webp create mode 100644 static/img/agml/sample_images/vineyard_grape_trunk_detection_sample.webp create mode 100644 static/img/agml/sample_images/wgrape_unipd_bunch_detection_sample.webp create mode 100644 static/img/agml/sample_images/wild_rice_kernel_quality_classification_sample.webp create mode 100644 static/img/agml/sample_images/woody_plant_encroachment_uav_segmentation_sample.webp diff --git a/static/data/dataset_history.json b/static/data/dataset_history.json index c2a5923..ca53839 100644 --- a/static/data/dataset_history.json +++ b/static/data/dataset_history.json @@ -1,6 +1,6 @@ { "_readme": "Hand-maintained going forward — do not regenerate. To add a snapshot, run `python3 scripts/append_dataset_snapshot.py` (counts the live static/data/{datasets,hf_datasets}.json the same way src/lib/datasets.ts computeDatasetStats does: top-level datasets only, iNatAg-mini's images excluded) or append to `points` by hand: { period: \"\", date: \"\", datasetCount: , imageCount: }.", - "generatedAt": "2026-10-08", + "generatedAt": "2026-10-25", "annotations": [ { "atPeriod": "May 30", @@ -243,6 +243,12 @@ "date": "2026-10-08", "datasetCount": 727, "imageCount": 8572923 + }, + { + "period": "Oct 25", + "date": "2026-10-25", + "datasetCount": 802, + "imageCount": 9220591 } ] } diff --git a/static/data/datasets.json b/static/data/datasets.json index 60cfc5f..8ecba27 100644 --- a/static/data/datasets.json +++ b/static/data/datasets.json @@ -124351,26 +124351,5 @@ "crop_types": [ "papaya" ] - }, - { - "name": "susnato_plant_disease_detection_processed", - "machine_learning_task": "object_detection", - "agricultural_task": "disease_detection", - "location": null, - "sensor_modality": "rgb", - "real_or_synthetic": "real", - "platform": null, - "input_data_format": "jpg", - "annotation_format": "coco_json", - "num_images": 2324, - "documentation": "https://huggingface.co/datasets/susnato/plant_disease_detection_processed", - "classes": "", - "stats_mean": null, - "stats_std": null, - "examples_image_url": null, - "source": "agml", - "license": "cc-by-4.0", - "citation": "@inproceedings{10.1145/3371158.3371196,\nauthor = {Singh, Davinder and Jain, Naman and Jain, Pranjali and Kayal, Pratik and Kumawat, Sudhakar and Batra, Nipun},\ntitle = {PlantDoc: A Dataset for Visual Plant Disease Detection},\nyear = {2020},\npublisher = {Association for Computing Machinery},\nurl = {https://doi.org/10.1145/3371158.3371196}}", - "crop_types": null } ] \ No newline at end of file diff --git a/static/data/hf_datasets.json b/static/data/hf_datasets.json index 3035516..7fac805 100644 --- a/static/data/hf_datasets.json +++ b/static/data/hf_datasets.json @@ -30042,5 +30042,1859 @@ "PlantVillage" ] } + }, + { + "name": "grassfield_weed_classification", + "machine_learning_task": "image_classification", + "agricultural_task": "weed_classification", + "location": [], + "lat_lon": [], + "country": "", + "environment": "field", + "real_or_synthetic": "real", + "crop_types": [], + "sensor_modality": "rgb", + "imaging_equipment": [ + "two different visible-spectrum cameras" + ], + "collection_period": "", + "platform": "handheld", + "input_data_format": "parquet", + "annotation_format": "classLabel", + "num_images": 5005, + "classes": [ + "grass", + "white_clover", + "wild_lettuce" + ], + "license": "mit", + "documentation": "https://doi.org/10.1016/j.compag.2024.109300", + "citation": "", + "bibtex": "@article{calderaracea2024two,\n title={A two-stage deep learning strategy for weed identification in grassfields},\n author={Calderara-Cea, Felipe and Torres-Torriti, Miguel and Auat Cheein, Fernando and Delpiano, José},\n journal={Computers and Electronics in Agriculture},\n volume={225},\n pages={109300},\n year={2024},\n publisher={Elsevier}\n}", + "zip_size_bytes": 19576637, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/grassfield_weed_classification", + "examples_image_url": "/img/agml/sample_images/grassfield_weed_classification_sample.webp" + }, + { + "name": "living_dead_crown_tls_segmentation", + "machine_learning_task": "semantic_segmentation", + "agricultural_task": "tree_segmentation", + "location": [ + "southern Finland" + ], + "lat_lon": [], + "country": "Finland", + "environment": "field", + "real_or_synthetic": "real", + "crop_types": [ + "norway spruce", + "scots pine" + ], + "sensor_modality": "point_cloud", + "imaging_equipment": [ + "terrestrial laser scanner" + ], + "collection_period": "", + "platform": "tripod", + "input_data_format": "parquet", + "annotation_format": "segmentationMask", + "num_images": 200, + "classes": [], + "license": "cc-by-4.0", + "documentation": "https://doi.org/10.1016/j.ecoinf.2026.103750", + "citation": "Pehkonen, M., Vastaranta, M., Hyyppä, J., & Pyörälä, J. (2026). Segmentation of Living and Dead Tree Crowns Using Terrestrial Laser Scanning and Deep Learning -dataset. *Zenodo*. https://doi.org/10.5281/ZENODO.19328265", + "bibtex": "@article{pehkonen2026segmentation,\n title={Segmentation of living and dead tree crowns using terrestrial laser scanning and deep learning},\n author={Pehkonen, Mika and Vastaranta, Mikko and Hyyppä, Juha and Pyörälä, Jiri},\n journal={Ecological Informatics},\n volume={95},\n pages={103750},\n year={2026},\n publisher={Elsevier}\n}", + "zip_size_bytes": 2961831641, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/living_dead_crown_tls_segmentation", + "examples_image_url": "/img/agml/sample_images/living_dead_crown_tls_segmentation_sample.webp", + "point_cloud_sample_url": "/data/point_cloud_samples/living_dead_crown_tls_segmentation_point_cloud_samples.json" + }, + { + "name": "deepcob_maize_cob_segmentation", + "machine_learning_task": "object_detection", + "agricultural_task": "crop_phenotyping", + "location": [ + "maize genebank of Peru" + ], + "lat_lon": [], + "country": "Peru", + "environment": "lab", + "real_or_synthetic": "real", + "crop_types": [ + "maize" + ], + "sensor_modality": "rgb", + "imaging_equipment": [], + "collection_period": "", + "platform": "fixed", + "input_data_format": "parquet", + "annotation_format": "boundingBox", + "num_images": 1248, + "classes": [ + "cob", + "ruler" + ], + "license": "cc-by-nc-4.0", + "documentation": "https://doi.org/10.1186/s13007-021-00787-6", + "citation": "Kienbaum, L., Abondano, M. C., Blas, R., & Schmid, K. (2021). *DeepCob: Precise and high-throughput analysis of maize cob geometry using deep learning with an application in genebank phenomics* [Graphic]. Zenodo. https://doi.org/10.5281/ZENODO.4587304", + "bibtex": "@article{kienbaum2021deepcob,\n title={DeepCob: precise and high-throughput analysis of maize cob geometry using deep learning with an application in genebank phenomics},\n author={Kienbaum, Lydia and Correa Abondano, Miguel and Blas, Raul and Schmid, Karl},\n journal={Plant Methods},\n volume={17},\n pages={91},\n year={2021},\n publisher={BioMed Central}\n}", + "zip_size_bytes": 710394852, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/deepcob_maize_cob_segmentation", + "examples_image_url": "/img/agml/sample_images/deepcob_maize_cob_segmentation_sample.webp" + }, + { + "name": "chili_pepper_virus_classification", + "machine_learning_task": "image_classification", + "agricultural_task": "disease_classification", + "location": [ + "Seoul National University" + ], + "lat_lon": [], + "country": "South Korea", + "environment": "", + "real_or_synthetic": "real", + "crop_types": [ + "chili" + ], + "sensor_modality": "rgb", + "imaging_equipment": [], + "collection_period": "", + "platform": "", + "input_data_format": "parquet", + "annotation_format": "classLabel", + "num_images": 4102, + "classes": [ + "healthy", + "flood_stress", + "bbwv2_infected" + ], + "license": "cc-by-4.0", + "documentation": "https://doi.org/10.1016/j.ecoinf.2025.103579", + "citation": "Kim, S.-Y., Song, M., Jeon, W., Kim, T., Choi, S., & Yang, K. (2025). *Chili Pepper BBWV2 & Overwatering Stress Leaf Image Dataset* [Graphic]. Zenodo. https://doi.org/10.5281/ZENODO.17901489", + "bibtex": "@article{jeon2026bridging,\n title={Bridging the Lab-to-Field gap in plant disease diagnosis through unsupervised domain adaptation enhanced by background recomposition},\n author={Jeon, Woosang and Kim, Taehyeong and Choi, Sanghyeok and Yang, Kyuseok and Kim, Seong-Yeop and Song, Mungyeong},\n journal={Ecological Informatics},\n volume={93},\n pages={103579},\n year={2026},\n publisher={Elsevier}\n}", + "zip_size_bytes": 89849002, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/chili_pepper_virus_classification", + "examples_image_url": "/img/agml/sample_images/chili_pepper_virus_classification_sample.webp" + }, + { + "name": "nibio_mls_forest_point_cloud_segmentation", + "machine_learning_task": "semantic_segmentation", + "agricultural_task": "tree_segmentation", + "location": [ + "south-eastern Norway" + ], + "lat_lon": [], + "country": "Norway", + "environment": "field", + "real_or_synthetic": "real", + "crop_types": [], + "sensor_modality": "point_cloud", + "imaging_equipment": [ + "GeoSLAM ZEB-HORIZON MLS" + ], + "collection_period": "", + "platform": "ground", + "input_data_format": "parquet", + "annotation_format": "segmentationMask", + "num_images": 64, + "classes": [], + "license": "agpl-3.0", + "documentation": "https://doi.org/10.1016/j.rse.2026.115467", + "citation": "Puliti, S., & Astrup, R. (2024). *NIBIO_MLS: a forest point cloud panoptic segmentation dataset from mobile laser scanning (Geoslam Horizon)* [Dataset]. Zenodo. https://doi.org/10.5281/ZENODO.12754726", + "bibtex": "@article{jiang2026cross,\n title={Cross-platform forest understanding: A multi-platform synergistic training framework for generalized forest point cloud segmentation},\n author={Jiang, Jundi and Shen, Yueqian and Wang, Jinhu and Kissling, W. Daniel and Hollaus, Markus and Su, Hongjun and Wang, Jinguo and Ferreira, Vagner and Pfeifer, Norbert},\n journal={Remote Sensing of Environment},\n volume={342},\n pages={115467},\n year={2026},\n publisher={Elsevier}\n}", + "zip_size_bytes": 5627542052, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/nibio_mls_forest_point_cloud_segmentation", + "examples_image_url": "/img/agml/sample_images/nibio_mls_forest_point_cloud_segmentation_sample.webp", + "point_cloud_sample_url": "/data/point_cloud_samples/nibio_mls_forest_point_cloud_segmentation_point_cloud_samples.json" + }, + { + "name": "herbify_herb_classification", + "machine_learning_task": "image_classification", + "agricultural_task": "plant_classification", + "location": [], + "lat_lon": [], + "country": "India", + "environment": "mixed", + "real_or_synthetic": "real", + "crop_types": [], + "sensor_modality": "rgb", + "imaging_equipment": [ + "scanners and mobile phones (inherited from the DIMPSAR and DeepHerb source datasets)" + ], + "collection_period": "", + "platform": "handheld", + "input_data_format": "parquet", + "annotation_format": "classLabel", + "num_images": 6104, + "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)" + ], + "license": "cc-by-nc-4.0", + "documentation": "https://doi.org/10.1186/s13007-025-01421-5", + "citation": "", + "bibtex": "@article{sheth2025herbify,\n title={Herbify: an ensemble deep learning framework integrating convolutional neural networks and vision transformers for precise herb identification},\n author={Sheth, Farhan and Chatter, Ishika and Jasra, Manvendra and Kumar, Gireesh and Sharma, Richa},\n journal={Plant Methods},\n volume={21},\n pages={104},\n year={2025},\n publisher={BioMed Central}\n}", + "zip_size_bytes": 1711013397, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/herbify_herb_classification", + "examples_image_url": "/img/agml/sample_images/herbify_herb_classification_sample.webp" + }, + { + "name": "salma_leaf_segmentation", + "machine_learning_task": "semantic_segmentation", + "agricultural_task": "plant_organ_segmentation", + "location": [], + "lat_lon": [], + "country": "", + "environment": "lab", + "real_or_synthetic": "real", + "crop_types": [], + "sensor_modality": "rgb", + "imaging_equipment": [ + "flatbed scanners and cameras" + ], + "collection_period": "", + "platform": "fixed", + "input_data_format": "parquet", + "annotation_format": "segmentationMask", + "num_images": 3674, + "classes": [], + "license": "cc-by-4.0", + "documentation": "https://doi.org/10.1016/j.ecoinf.2025.103592", + "citation": "Shabanov, I., Deslippe, J., & Lensen, A. (2025). *Datasets for SALMA: A Machine Learning Tool for Precise Leaf Morphology Measurements of Small Leaves* (Version 1.0) [Dataset]. Zenodo. https://doi.org/10.5281/ZENODO.18090525", + "bibtex": "@article{shabanov2026salma,\n title={SALMA: A machine learning tool for precise leaf morphology measurements},\n author={Shabanov, Ilya and Deslippe, Julie R and Lensen, Andrew},\n journal={Ecological Informatics},\n volume={93},\n pages={103592},\n year={2026},\n publisher={Elsevier}\n}", + "zip_size_bytes": 354327741, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/salma_leaf_segmentation", + "examples_image_url": "/img/agml/sample_images/salma_leaf_segmentation_sample.webp" + }, + { + "name": "bean_disease_classification_uganda", + "machine_learning_task": "image_classification", + "agricultural_task": "disease_classification", + "location": [ + "twelve bean-growing districts in three regions of Uganda" + ], + "lat_lon": [], + "country": "Uganda", + "environment": "field", + "real_or_synthetic": "real", + "crop_types": [ + "common bean" + ], + "sensor_modality": "rgb", + "imaging_equipment": [ + "smartphone cameras" + ], + "collection_period": "", + "platform": "handheld", + "input_data_format": "parquet", + "annotation_format": "classLabel", + "num_images": 8623, + "classes": [ + "als", + "bean_rust", + "healthy", + "unknown" + ], + "license": "cc0-1.0", + "documentation": "https://doi.org/10.1016/j.atech.2024.100627", + "citation": "", + "bibtex": "@article{katumba2024leveraging,\n title={Leveraging edge computing and deep learning for the real-time identification of bean plant pathologies},\n author={Katumba, Andrew and Okello, Wayne Steven and Murindanyi, Sudi and Nakatumba-Nabende, Joyce and Bomera, Moses and Mugalu, Ben Wycliff and Acur, Amos},\n journal={Smart Agricultural Technology},\n volume={9},\n pages={100627},\n year={2024},\n publisher={Elsevier}\n}", + "zip_size_bytes": 107496235, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/bean_disease_classification_uganda", + "examples_image_url": "/img/agml/sample_images/bean_disease_classification_uganda_sample.webp" + }, + { + "name": "seed_germination_detection", + "machine_learning_task": "object_detection", + "agricultural_task": "germination_detection", + "location": [], + "lat_lon": [], + "country": "", + "environment": "lab", + "real_or_synthetic": "real", + "crop_types": [ + "maize", + "rye", + "pearl millet" + ], + "sensor_modality": "rgb", + "imaging_equipment": [], + "collection_period": "", + "platform": "fixed", + "input_data_format": "parquet", + "annotation_format": "boundingBox", + "num_images": 23797, + "classes": [ + "germinated", + "not_germinated" + ], + "license": "cc-by-4.0", + "documentation": "https://doi.org/10.1186/s13007-020-00699-x", + "citation": "Nikita Genze. (2023). *Data for: Accurate Machine Learning-Based Germination Detection, Prediction and Quality Assessment of Various Seed Cultivars* [Dataset]. 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S., & Hiltbrunner, E. (2025). *Growth of alpine grassland will start and stop earlier under climate warming (dataset)* [Dataset]. figshare. https://doi.org/10.6084/M9.FIGSHARE.20440497.V2", + "bibtex": "@article{smith2026systematic,\n title={A systematic comparison of transformers and ConvNets for root segmentation across nine datasets},\n author={Smith, Abraham George and Lamprinidis, Sotiris and Seethepalli, Anand and York, Larry M. and Han, Eusun and Möhl, Patrick and Boulata, Kyriaki and Thorup-Kristensen, Kristian and Petersen, Jens},\n journal={Plant Methods},\n volume={22},\n pages={52},\n year={2026},\n publisher={BioMed Central}\n}", + "zip_size_bytes": 888014155, + "source": "huggingface", + "hf_link": "https://huggingface.co/datasets/Project-AgML/alpine_grassland_root_segmentation", + "examples_image_url": "/img/agml/sample_images/alpine_grassland_root_segmentation_sample.webp" + }, + { + "name": "tuta_absoluta_tomato_damage_classification", + "machine_learning_task": "image_classification", + "agricultural_task": "pest_damage_classification", + "location": [ + "Arusha" + ], + "lat_lon": [], + "country": "Tanzania", + "environment": "greenhouse", + "real_or_synthetic": "real", + "crop_types": [ + "tomato" + ], + "sensor_modality": "rgb", + "imaging_equipment": [], + "collection_period": "August 2018 - May 2019", + "platform": "handheld", + "input_data_format": "parquet", + "annotation_format": "classLabel", + "num_images": 4341, + "classes": [ + "healthy", + "tuta_absoluta_affected" + ], + "license": "cc-by-4.0", + "documentation": "https://doi.org/10.1016/j.atech.2024.100415", + "citation": "Rubanga, D. 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