Datasets:
images images listlengths 1 1 | id stringlengths 15 18 | messages listlengths 2 2 | origin_dataset stringclasses 1
value | raw_metadata stringlengths 85 610 |
|---|---|---|---|---|
agrobench_png_1 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Northern Leaf Blight\nB. Pythium root rot\nC. Witches'-broom\nD. Purple stain\nE. Bacterial dieback of nectarine"
}
... | agrobench | {"category": "Bacteria", "crop": "Nectarine", "source": "did", "id": "729", "file_names": ["images/did_729.png"]} | |
agrobench_png_2 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Cucumber mosaic\nB. Mealybug wilt\nC. Bacterial heart rot and fruit collapse\nD. Pink disease\nE. Phytophthora heart and roo... | agrobench | {"category": "Fungus", "crop": "Pineapple", "source": "did", "id": "683", "file_names": ["images/did_683.png"]} | |
agrobench_png_3 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Rust\nB. Bacterial spot\nC. Bacterial canker\nD. Crown gall\nE. Scab"
}
]
},
{
"role": "assistant",
"c... | agrobench | {"category": "Bacteria", "crop": "Peach", "source": "did", "id": "379", "file_names": ["images/did_379.png"]} | |
agrobench_png_4 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Ganoderma butt rot\nB. Slime flux\nC. Tungro\nD. Bacterial leaf streak\nE. Bacterial leaf stripe"
}
]
},
{
... | agrobench | {"category": "Bacteria", "crop": "Sorghum", "source": "did", "id": "396", "file_names": ["images/did_396.png"]} | |
agrobench_png_5 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Fusarium wilt\nB. Bacterial fruit rot\nC. Black mold\nD. Gray mold\nE. Bacterial wilt"
}
]
},
{
"role": "a... | agrobench | {"category": "Bacteria", "crop": "Tomato", "source": "did", "id": "1209", "file_names": ["images/did_1209.png"]} | |
agrobench_png_6 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Anthracnose and charcoal spot\nB. Papaya ringspot\nC. Black rot\nD. Bacterial decline\nE. Cercospora black spot"
}
... | agrobench | {"category": "Fungus", "crop": "Papaya", "source": "did", "id": "816", "file_names": ["images/did_816.png"]} | |
agrobench_png_7 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bunch disease\nB. Tristeza virus\nC. Zonate leaf spot\nD. Bacterial flower stalk and leaf necrosis\nE. Bacterial leaf scorch... | agrobench | {"category": "Phytoplasma", "crop": "Pecan", "source": "did", "id": "115", "file_names": ["images/did_115.png"]} | |
agrobench_png_8 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Narrow leaf spot\nB. False smut\nC. Bacterial palea browning\nD. Sheath blight\nE. Sheath brown rot"
}
]
},
{
... | agrobench | {"category": "Bacteria", "crop": "Rice", "source": "did", "id": "1120", "file_names": ["images/did_1120.png"]} | |
agrobench_png_9 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Rust\nB. Bacterial spot\nC. Leaf curl\nD. Bacterial canker\nE. Crown gall"
}
]
},
{
"role": "assistant",
... | agrobench | {"category": "Fungus", "crop": "Peach", "source": "did", "id": "545", "file_names": ["images/did_545.png"]} | |
agrobench_png_10 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Boll rot\nB. Bacterial dieback of peach\nC. Target spot\nD. Angular leaf spot\nE. Asochyta blight"
}
]
},
{
... | agrobench | {"category": "Bacteria", "crop": "Cotton", "source": "did", "id": "1065", "file_names": ["images/did_1065.png"]} | |
agrobench_png_11 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Olive knot\nB. Botrytis fruit rot\nC. Cane and Leaf Rust\nD. Blackberry rosette\nE. Hull rot"
}
]
},
{
"ro... | agrobench | {"category": "Fungus", "crop": "Blackberry", "source": "did", "id": "1435", "file_names": ["images/did_1435.png"]} | |
agrobench_png_12 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Black root rot\nB. Mosaic\nC. Bacterial brown spot\nD. White mold\nE. Bean rust"
}
]
},
{
"role": "assista... | agrobench | {"category": "Bacteria", "crop": "Bean", "source": "did", "id": "400", "file_names": ["images/did_400.png"]} | |
agrobench_png_13 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Rust\nB. Bacterial canker\nC. Bacterial spot\nD. Crown gall\nE. Scab"
}
]
},
{
"role": "assistant",
"c... | agrobench | {"category": "Bacteria", "crop": "Peach", "source": "did", "id": "953", "file_names": ["images/did_953.png"]} | |
agrobench_png_14 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bois noir disease\nB. Botrytis rot or gray mold\nC. Leaf spot\nD. Pierce's disease\nE. Botrytis bunch rot"
}
]
}... | agrobench | {"category": "Phytoplasma", "crop": "Grape", "source": "did", "id": "284", "file_names": ["images/did_284.png"]} | |
agrobench_png_15 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Turnip mosaic\nB. Mealybug wilt\nC. Phytophthora blight\nD. Black root rot\nE. Bacterial blast"
}
]
},
{
"... | agrobench | {"category": "Fungus", "crop": "Chilli Pepper", "source": "did", "id": "791", "file_names": ["images/did_791.png"]} | |
agrobench_png_16 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial stalk and top rot\nB. Cercospora leaf spot\nC. Anthracnose\nD. Holcus spot\nE. Charcoal rot"
}
]
},
... | agrobench | {"category": "Bacteria", "crop": "Maize", "source": "did", "id": "512", "file_names": ["images/did_512.png"]} | |
agrobench_png_17 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Brittle root\nB. Enation leaf curl disease\nC. Brown rot blossom\nD. Common rust\nE. Hull rot"
}
]
},
{
"r... | agrobench | {"category": "Fungus", "crop": "Horseradish", "source": "did", "id": "1177", "file_names": ["images/did_1177.png"]} | |
agrobench_png_18 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Sugarcane dwarf\nB. Red stripe\nC. Leaf scald\nD. Ratoon stunt\nE. Gumming disease"
}
]
},
{
"role": "assi... | agrobench | {"category": "Phytoplasma", "crop": "Sugarcane", "source": "did", "id": "142", "file_names": ["images/did_142.png"]} | |
agrobench_png_19 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Phytophthora blight\nB. Damping-off\nC. Tomato spotted wilt virus\nD. Powdery mildew\nE. Southern blight"
}
]
},... | agrobench | {"category": "Virus", "crop": "Pepper", "source": "did", "id": "841", "file_names": ["images/did_841.png"]} | |
agrobench_png_20 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial brown spot\nB. Bean rust\nC. Mosaic\nD. White mold\nE. Black root rot"
}
]
},
{
"role": "assista... | agrobench | {"category": "Bacteria", "crop": "Bean", "source": "did", "id": "904", "file_names": ["images/did_904.png"]} | |
agrobench_png_21 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Septoria blotch\nB. Ascochyta disease\nC. Bacterial wilt\nD. Angular leaf spot\nE. Clubroot"
}
]
},
{
"rol... | agrobench | {"category": "Bacteria", "crop": "Pea", "source": "did", "id": "1198", "file_names": ["images/did_1198.png"]} | |
agrobench_png_22 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Fusarium root rot\nB. Black root rot\nC. Mosaic\nD. Bean rust\nE. White mold"
}
]
},
{
"role": "assistant"... | agrobench | {"category": "Fungus", "crop": "Bean", "source": "did", "id": "457", "file_names": ["images/did_457.png"]} | |
agrobench_png_23 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. European stone fruit yellows\nB. Almond leaf scorch\nC. Brown line and decline\nD. Bacterial hyperplastic canker\nE. Hull ro... | agrobench | {"category": "Phytoplasma", "crop": "Almond", "source": "did", "id": "1462", "file_names": ["images/did_1462.png"]} | |
agrobench_png_24 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Flyspeck\nB. Cedar apple rust\nC. Blister spot\nD. Blossom blast\nE. Apple proliferation"
}
]
},
{
"role":... | agrobench | {"category": "Bacteria", "crop": "Apple", "source": "did", "id": "1032", "file_names": ["images/did_1032.png"]} | |
agrobench_png_25 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Striga or Purple Witchweed [Orobanchaceae]\nB. Chocolate spot\nC. Dasheen mosaic\nD. Phytophthora leaf blight\nE. Alomae-bob... | agrobench | {"category": "Virus", "crop": "Cocoyam", "source": "did", "id": "292", "file_names": ["images/did_292.png"]} | |
agrobench_png_26 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. European stone fruit yellows\nB. Maize dwarf mosaic\nC. Alomae-bobone\nD. Phytophthora leaf blight\nE. Dasheen mosaic"
... | agrobench | {"category": "Virus", "crop": "Cocoyam", "source": "did", "id": "768", "file_names": ["images/did_768.png"]} | |
agrobench_png_27 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial speck\nB. Wirestem\nC. Ring spot\nD. Dasheen mosaic\nE. Downy mildew"
}
]
},
{
"role": "assistan... | agrobench | {"category": "Fungus", "crop": "Broccoli", "source": "did", "id": "338", "file_names": ["images/did_338.png"]} | |
agrobench_png_28 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial palea browning\nB. Ring spot\nC. Wirestem\nD. Pink disease\nE. Black rot"
}
]
},
{
"role": "assi... | agrobench | {"category": "Fungus", "crop": "Broccoli", "source": "did", "id": "787", "file_names": ["images/did_787.png"]} | |
agrobench_png_29 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bois noir disease\nB. Botrytis bunch rot\nC. Sunscald\nD. Pierce's disease\nE. Leaf spot"
}
]
},
{
"role":... | agrobench | {"category": "Fungus", "crop": "Grape", "source": "did", "id": "1248", "file_names": ["images/did_1248.png"]} | |
agrobench_png_30 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Black shank\nB. Dasheen mosaic\nC. Sugarcane dwarf\nD. Phytophthora leaf blight\nE. Alomae-bobone"
}
]
},
{
... | agrobench | {"category": "Fungus", "crop": "Cocoyam", "source": "did", "id": "857", "file_names": ["images/did_857.png"]} | |
agrobench_png_31 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Squash mosaic\nB. Bacterial leaf spot\nC. Bunch disease\nD. Yellow wilt\nE. Botrytis fruit rot"
}
]
},
{
"... | agrobench | {"category": "Bacteria", "crop": "Pumpkin", "source": "did", "id": "154", "file_names": ["images/did_154.png"]} | |
agrobench_png_32 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Fusarium yellows and root rot\nB. Frosty pod\nC. Black pod\nD. Squash mosaic\nE. Cocoa swollen shoot"
}
]
},
{... | agrobench | {"category": "Virus", "crop": "Cocoa", "source": "did", "id": "1161", "file_names": ["images/did_1161.png"]} | |
agrobench_png_33 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Charcoal rot\nB. Cercospora leaf spot\nC. Giberrella stalk and ear rot\nD. Bacterial stalk and top rot\nE. Anthracnose"
... | agrobench | {"category": "Fungus", "crop": "Maize", "source": "did", "id": "504", "file_names": ["images/did_504.png"]} | |
agrobench_png_34 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Cercospora leaf spot\nB. Bacterial stalk and top rot\nC. Holcus spot\nD. Anthracnose\nE. Charcoal rot"
}
]
},
... | agrobench | {"category": "Bacteria", "crop": "Maize", "source": "did", "id": "1024", "file_names": ["images/did_1024.png"]} | |
agrobench_png_35 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Cedar apple rust\nB. Blister spot\nC. Hairy root\nD. Apple proliferation\nE. Flyspeck"
}
]
},
{
"role": "a... | agrobench | {"category": "Bacteria", "crop": "Apple", "source": "did", "id": "1474", "file_names": ["images/did_1474.png"]} | |
agrobench_png_36 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Enterobacter bulb decay\nB. Purple blotch\nC. Botrytis leaf blight\nD. Pythium seed rot\nE. Pink root"
}
]
},
... | agrobench | {"category": "Fungus", "crop": "Onion", "source": "did", "id": "441", "file_names": ["images/did_441.png"]} | |
agrobench_png_37 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Mealybug wilt\nB. Pink disease\nC. Bacterial stalk and top rot\nD. Phytophthora heart and root rot\nE. Bacterial heart rot a... | agrobench | {"category": "Virus", "crop": "Pineapple", "source": "did", "id": "912", "file_names": ["images/did_912.png"]} | |
agrobench_png_38 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Narrow leaf spot\nB. Sheath blight\nC. Grain rot\nD. Sheath brown rot\nE. False smut"
}
]
},
{
"role": "as... | agrobench | {"category": "Fungus", "crop": "Rice", "source": "did", "id": "695", "file_names": ["images/did_695.png"]} | |
agrobench_png_39 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Foamy canker\nB. Strawberry lethal decline\nC. Ascochyta disease\nD. Blossom-end rot\nE. Damping off"
}
]
},
{... | agrobench | {"category": "Bacteria", "crop": "Koa", "source": "did", "id": "380", "file_names": ["images/did_380.png"]} | |
agrobench_png_40 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Papaya ringspot\nB. Powdery mildew\nC. Bacterial decline\nD. Black rot\nE. Cercospora black spot"
}
]
},
{
... | agrobench | {"category": "Fungus", "crop": "Papaya", "source": "did", "id": "553", "file_names": ["images/did_553.png"]} | |
agrobench_png_41 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Black mold\nB. Bacterial wilt\nC. Buckeye rot\nD. Gray mold\nE. Fusarium wilt"
}
]
},
{
"role": "assistant... | agrobench | {"category": "Fungus", "crop": "Tomato", "source": "did", "id": "1136", "file_names": ["images/did_1136.png"]} | |
agrobench_png_42 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Tomato spotted wilt virus\nB. Phytophthora blight\nC. Powdery mildew\nD. Southern blight\nE. Damping-off"
}
]
},... | agrobench | {"category": "Fungus", "crop": "Pepper", "source": "did", "id": "103", "file_names": ["images/did_103.png"]} | |
agrobench_png_43 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial blast and fruit spot\nB. Bacterial leaf streak and bulb rot\nC. Bacterial blight\nD. Southern corn leaf blight\nE.... | agrobench | {"category": "Fungus", "crop": "Avocado", "source": "did", "id": "800", "file_names": ["images/did_800.png"]} | |
agrobench_png_44 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Southern stem rot\nB. Powdery mildew\nC. Phytophthora root rot\nD. Bacterial brown spot\nE. Marginal leaf blight"
}
... | agrobench | {"category": "Fungus", "crop": "Chilli Pepper", "source": "did", "id": "945", "file_names": ["images/did_945.png"]} | |
agrobench_png_45 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bean rust\nB. Black root rot\nC. Mosaic\nD. Halo blight\nE. White mold"
}
]
},
{
"role": "assistant",
... | agrobench | {"category": "Bacteria", "crop": "Bean", "source": "did", "id": "416", "file_names": ["images/did_416.png"]} | |
agrobench_png_46 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial canker and blast\nB. Ergot\nC. Ripe fruit rot\nD. Armillaria root rot\nE. Brown rot blossom"
}
]
},
... | agrobench | {"category": "Fungus", "crop": "Apricot", "source": "did", "id": "1423", "file_names": ["images/did_1423.png"]} | |
agrobench_png_47 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial hyperplastic canker\nB. Hull rot\nC. European stone fruit yellows\nD. Almond leaf scorch\nE. Brown line and declin... | agrobench | {"category": "Bacteria", "crop": "Almond", "source": "did", "id": "1073", "file_names": ["images/did_1073.png"]} | |
agrobench_png_48 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Cercospora leaf spot\nB. Bacterial stalk and top rot\nC. Holcus spot\nD. Anthracnose\nE. Charcoal rot"
}
]
},
... | agrobench | {"category": "Fungus", "crop": "Maize", "source": "did", "id": "1264", "file_names": ["images/did_1264.png"]} | |
agrobench_png_49 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Sweet potato little leaf\nB. Bacterial stem and root rot\nC. Australian citrus dieback\nD. Blister spot\nE. Sweet potato sca... | agrobench | {"category": "Fungus", "crop": "Sweet potato", "source": "did", "id": "251", "file_names": ["images/did_251.png"]} | |
agrobench_png_50 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Black shank\nB. Frogeye leaf spot\nC. Collar rot\nD. Tobacco Leaf Curl disease\nE. Tobacco mosaic"
}
]
},
{
... | agrobench | {"category": "Virus", "crop": "Tobacco", "source": "did", "id": "601", "file_names": ["images/did_601.png"]} | |
agrobench_png_51 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial wilt\nB. Tomato mosaic virus\nC. Black mold\nD. Fusarium wilt\nE. Gray mold"
}
]
},
{
"role": "a... | agrobench | {"category": "Virus", "crop": "Tomato", "source": "did", "id": "314", "file_names": ["images/did_314.png"]} | |
agrobench_png_52 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Aster yellows\nB. Black chaff\nC. Bacterial blight\nD. Fusarium head blight\nE. Barley yellow dwarf"
}
]
},
{
... | agrobench | {"category": "Fungus", "crop": "Barley", "source": "did", "id": "1321", "file_names": ["images/did_1321.png"]} | |
agrobench_png_53 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Common root rot\nB. Barley yellow dwarf\nC. Bacterial blight\nD. Aster yellows\nE. Black chaff"
}
]
},
{
"... | agrobench | {"category": "Fungus", "crop": "Barley", "source": "did", "id": "744", "file_names": ["images/did_744.png"]} | |
agrobench_png_54 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Black spot\nB. Brittle root\nC. X-disease\nD. Pith necrosis\nE. Catface"
}
]
},
{
"role": "assistant",
... | agrobench | {"category": "Fungus", "crop": "Horseradish", "source": "did", "id": "894", "file_names": ["images/did_894.png"]} | |
agrobench_png_55 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Monosporascus vine decline\nB. Anthracnose\nC. Pearl Millet Downy Mildew\nD. Striga or Purple Witchweed [Orobanchaceae]\nE. ... | agrobench | {"category": "Fungus", "crop": "Pearl Millet", "source": "did", "id": "197", "file_names": ["images/did_197.png"]} | |
agrobench_png_56 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Varnish spot\nB. Leaf drop\nC. Head rot\nD. Big vein\nE. Marginal leaf blight"
}
]
},
{
"role": "assistant... | agrobench | {"category": "Fungus", "crop": "Lettuce", "source": "did", "id": "1458", "file_names": ["images/did_1458.png"]} | |
agrobench_png_57 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Petal blight\nB. Bacterial brown rot\nC. Bacterial bud and petal blight\nD. Bacterial leaf blight and rot\nE. Fusarium wilt"... | agrobench | {"category": "Bacteria", "crop": "Orchid", "source": "did", "id": "1008", "file_names": ["images/did_1008.png"]} | |
agrobench_png_58 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial dieback of nectarine\nB. Phytophthora blight\nC. Web blotch\nD. Varnish spot\nE. Turnip mosaic"
}
]
},... | agrobench | {"category": "Fungus", "crop": "Pumpkin", "source": "did", "id": "528", "file_names": ["images/did_528.png"]} | |
agrobench_png_59 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Cercospora black spot\nB. Papaya dieback\nC. Bacterial decline\nD. Papaya ringspot\nE. Black rot"
}
]
},
{
... | agrobench | {"category": "Virus", "crop": "Papaya", "source": "did", "id": "482", "file_names": ["images/did_482.png"]} | |
agrobench_png_60 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Phytophthora root rot\nB. Raspberry ringspot\nC. Yellow rust\nD. Raspberry mosaic disease\nE. Spur blight"
}
]
}... | agrobench | {"category": "Virus", "crop": "Raspberry", "source": "did", "id": "178", "file_names": ["images/did_178.png"]} | |
agrobench_png_61 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Anthracnose\nB. Potato Early Blight\nC. Hairy root\nD. Cottony rot\nE. Black chaff"
}
]
},
{
"role": "assi... | agrobench | {"category": "Fungus", "crop": "Guava", "source": "did", "id": "20", "file_names": ["images/did_20.png"]} | |
agrobench_png_62 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial soft rot\nB. Cercospora leaf spot\nC. Fusarium wilt\nD. Phytoplasma disease\nE. Botrytis blossom blight"
}
... | agrobench | {"category": "Phytoplasma", "crop": "Stock", "source": "did", "id": "656", "file_names": ["images/did_656.png"]} | |
agrobench_png_63 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Potato leaf roll\nB. Bacterial soft rot\nC. Leaf rust\nD. Ring spot\nE. Cocoa swollen shoot"
}
]
},
{
"rol... | agrobench | {"category": "Bacteria", "crop": "Cactus", "source": "did", "id": "1399", "file_names": ["images/did_1399.png"]} | |
agrobench_png_64 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Plum leaf scald\nB. Black knot\nC. Frogeye leaf spot\nD. Bacterial leaf blight and rot\nE. Red stele"
}
]
},
{... | agrobench | {"category": "Fungus", "crop": "Plum", "source": "did", "id": "206", "file_names": ["images/did_206.png"]} | |
agrobench_png_65 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Black mold\nB. Fusarium wilt\nC. Bacterial wilt\nD. Gray mold\nE. Water stress"
}
]
},
{
"role": "assistan... | agrobench | {"category": "Environmental", "crop": "Tomato", "source": "did", "id": "1233", "file_names": ["images/did_1233.png"]} | |
agrobench_png_66 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Septoria leaf spot\nB. Black mold\nC. Gray mold\nD. Fusarium wilt\nE. Bacterial wilt"
}
]
},
{
"role": "as... | agrobench | {"category": "Bacteria", "crop": "Tomato", "source": "did", "id": "713", "file_names": ["images/did_713.png"]} | |
agrobench_png_67 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Zonate leaf spot\nB. Stunt\nC. Bacterial leaf scorch\nD. Bacterial decline\nE. Bunch disease"
}
]
},
{
"ro... | agrobench | {"category": "Phytoplasma", "crop": "Pecan", "source": "did", "id": "1376", "file_names": ["images/did_1376.png"]} | |
agrobench_png_68 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Cylindrocladium black rot\nB. Bacterial wilt\nC. Web blotch\nD. Peanut bud necrosis\nE. Sclerotinia blight"
}
]
... | agrobench | {"category": "Bacteria", "crop": "Peanut", "source": "did", "id": "343", "file_names": ["images/did_343.png"]} | |
agrobench_png_69 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Anthracnose\nB. Brown Streak\nC. Mosaic Disease\nD. Witches' broom\nE. Root rot"
}
]
},
{
"role": "assista... | agrobench | {"category": "Fungus", "crop": "Cassava", "source": "did", "id": "590", "file_names": ["images/did_590.png"]} | |
agrobench_png_70 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Tomato spotted wilt virus\nB. Powdery mildew\nC. Damping-off\nD. Southern blight\nE. Phytophthora blight"
}
]
},... | agrobench | {"category": "Fungus", "crop": "Pepper", "source": "did", "id": "98", "file_names": ["images/did_98.png"]} | |
agrobench_png_71 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Gummy stem blight\nB. Cucumber mosaic\nC. Angular leaf spot\nD. Monosporascus vine decline\nE. Squash mosaic"
}
]
... | agrobench | {"category": "Fungus", "crop": "Cantaloupe", "source": "did", "id": "969", "file_names": ["images/did_969.png"]} | |
agrobench_png_72 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Asparagus rust\nB. Tobacco mosaic\nC. Bacterial leaf spot and blight\nD. Scab\nE. Bacterial fasciation"
}
]
},
... | agrobench | {"category": "Fungus", "crop": "Gourd", "source": "did", "id": "986", "file_names": ["images/did_986.png"]} | |
agrobench_png_73 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial leaf blight\nB. Graphiola leaf spot\nC. Pink disease\nD. Mosaic\nE. stripe"
}
]
},
{
"role": "as... | agrobench | {"category": "Virus", "crop": "Maize", "source": "did", "id": "77", "file_names": ["images/did_77.png"]} | |
agrobench_png_74 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Grain rot\nB. False smut\nC. Sheath brown rot\nD. Sheath blight\nE. Narrow leaf spot"
}
]
},
{
"role": "as... | agrobench | {"category": "Fungus", "crop": "Rice", "source": "did", "id": "1225", "file_names": ["images/did_1225.png"]} | |
agrobench_png_75 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Dasheen mosaic\nB. Sweet potato scab\nC. Bacterial stem and root rot\nD. Mosaic\nE. Sweet potato little leaf"
}
]
... | agrobench | {"category": "Bacteria", "crop": "Sweet potato", "source": "did", "id": "210", "file_names": ["images/did_210.png"]} | |
agrobench_png_76 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Brown line and decline\nB. Cercospora leaf spot\nC. Bacterial canker\nD. Cercospora Blight\nE. Phomopsis leaf blight"
... | agrobench | {"category": "Bacteria", "crop": "Mume", "source": "did", "id": "640", "file_names": ["images/did_640.png"]} | |
agrobench_png_77 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Strawberry lethal decline\nB. Phomopsis leaf blight\nC. Green petal disease\nD. Red stele\nE. Strawberry yellows"
}
... | agrobench | {"category": "Phytoplasma", "crop": "Strawberry", "source": "did", "id": "355", "file_names": ["images/did_355.png"]} | |
agrobench_png_78 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial decline\nB. Black spot\nC. Papaya ringspot\nD. Cercospora black spot\nE. Black rot"
}
]
},
{
"ro... | agrobench | {"category": "Fungus", "crop": "Papaya", "source": "did", "id": "1360", "file_names": ["images/did_1360.png"]} | |
agrobench_png_79 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Fusarium wilt\nB. Black mold\nC. Gray mold\nD. Bacterial wilt\nE. Little leaf"
}
]
},
{
"role": "assistant... | agrobench | {"category": "Phytoplasma", "crop": "Tomato", "source": "did", "id": "705", "file_names": ["images/did_705.png"]} | |
agrobench_png_80 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Purple blotch\nB. Powdery mildew\nC. Mal secco\nD. Phytophthora crown and root rot\nE. False smut"
}
]
},
{
... | agrobench | {"category": "Fungus", "crop": "Squash", "source": "did", "id": "1419", "file_names": ["images/did_1419.png"]} | |
agrobench_png_81 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Leaf scald\nB. Turnip mosaic\nC. Fusarium basal plate rot\nD. Fire blight\nE. Coffee berry disease"
}
]
},
{
... | agrobench | {"category": "Bacteria", "crop": "Loquat", "source": "did", "id": "1049", "file_names": ["images/did_1049.png"]} | |
agrobench_png_82 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Root rot\nB. Witches' broom\nC. Alternaria leaf blight\nD. Mosaic Disease\nE. Brown Streak"
}
]
},
{
"role... | agrobench | {"category": "Phytoplasma", "crop": "Cassava", "source": "did", "id": "586", "file_names": ["images/did_586.png"]} | |
agrobench_png_83 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Citrus canker\nB. Citrus greening\nC. Melanose\nD. Citrus stubborn disease\nE. Tristeza disease"
}
]
},
{
... | agrobench | {"category": "Bacteria", "crop": "Orange", "source": "did", "id": "569", "file_names": ["images/did_569.png"]} | |
agrobench_png_84 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Beet western yellows virus\nB. Yellow wilt\nC. Cercospora leaf spot\nD. Bacterial vascular necrosis and rot\nE. Fusarium yel... | agrobench | {"category": "Fungus", "crop": "Beet", "source": "did", "id": "139", "file_names": ["images/did_139.png"]} | |
agrobench_png_85 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Aster yellows\nB. Loose smut\nC. Black chaff\nD. Barley yellow dwarf\nE. Bacterial blight"
}
]
},
{
"role"... | agrobench | {"category": "Fungus", "crop": "Barley", "source": "did", "id": "61", "file_names": ["images/did_61.png"]} | |
agrobench_png_86 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Damping-off\nB. Tomato spotted wilt virus\nC. Phytophthora blight\nD. Cercospora leaf spot\nE. Powdery mildew"
}
]... | agrobench | {"category": "Fungus", "crop": "Pepper", "source": "did", "id": "990", "file_names": ["images/did_990.png"]} | |
agrobench_png_87 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bois noir disease\nB. Leaf spot\nC. Pierce's disease\nD. Botrytis bunch rot\nE. Yellow wilt"
}
]
},
{
"rol... | agrobench | {"category": "Fungus", "crop": "Grape", "source": "did", "id": "617", "file_names": ["images/did_617.png"]} | |
agrobench_png_88 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Magnesium deficiency\nB. Stewart's wilt\nC. Marginal leaf blight\nD. Mosaic Disease\nE. Black chaff"
}
]
},
{
... | agrobench | {"category": "Bacteria", "crop": "Wheatgrass", "source": "did", "id": "247", "file_names": ["images/did_247.png"]} | |
agrobench_png_89 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Rugose leaf curl\nB. Pink disease\nC. Bacterial rot\nD. Clubroot\nE. Slime flux"
}
]
},
{
"role": "assista... | agrobench | {"category": "Bacteria", "crop": "Fennel", "source": "did", "id": "1272", "file_names": ["images/did_1272.png"]} | |
agrobench_png_90 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Leaf curl\nB. Phytophthora root rot\nC. Spur blight\nD. Yellow rust\nE. Raspberry ringspot"
}
]
},
{
"role... | agrobench | {"category": "Virus", "crop": "Raspberry", "source": "did", "id": "752", "file_names": ["images/did_752.png"]} | |
agrobench_png_91 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Basal glume rot\nB. Tan spot\nC. Barley yellow dwarf\nD. Bacterial mosaic\nE. Eyespot"
}
]
},
{
"role": "a... | agrobench | {"category": "Virus", "crop": "Wheat", "source": "did", "id": "1337", "file_names": ["images/did_1337.png"]} | |
agrobench_png_92 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Mosaic\nB. Black root rot\nC. Damping-off\nD. Bean rust\nE. White mold"
}
]
},
{
"role": "assistant",
... | agrobench | {"category": "Fungus", "crop": "Bean", "source": "did", "id": "302", "file_names": ["images/did_302.png"]} | |
agrobench_png_93 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Anthracnose\nB. Gray mold\nC. Black mold\nD. Bacterial wilt\nE. Fusarium wilt"
}
]
},
{
"role": "assistant... | agrobench | {"category": "Fungus", "crop": "Tomato", "source": "did", "id": "181", "file_names": ["images/did_181.png"]} | |
agrobench_png_94 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Mummy berry\nB. Bacterial decline\nC. Stem canker\nD. Powder mildew\nE. Botrytis blossom blight"
}
]
},
{
... | agrobench | {"category": "Fungus", "crop": "Blueberry", "source": "did", "id": "928", "file_names": ["images/did_928.png"]} | |
agrobench_png_95 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Pythium fruit rot\nB. Target leaf spot\nC. Angular leaf spot\nD. Belly rot\nE. Charcoal rot"
}
]
},
{
"rol... | agrobench | {"category": "Bacteria", "crop": "Cucumber", "source": "did", "id": "882", "file_names": ["images/did_882.png"]} | |
agrobench_png_96 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial bud and petal blight\nB. Bacterial brown rot\nC. Cedar apple rust\nD. Petal blight\nE. Bacterial leaf blight and r... | agrobench | {"category": "Bacteria", "crop": "Orchid", "source": "did", "id": "36", "file_names": ["images/did_36.png"]} | |
agrobench_png_97 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Rust\nB. Potato Late Blight\nC. Pith necrosis\nD. Tomato big bud\nE. Chocolate spot"
}
]
},
{
"role": "ass... | agrobench | {"category": "Fungus", "crop": "Lemon grass", "source": "did", "id": "494", "file_names": ["images/did_494.png"]} | |
agrobench_png_98 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Alfalfa mosaic\nB. Pink root\nC. Boll rot\nD. Asochyta blight\nE. Target spot"
}
]
},
{
"role": "assistant... | agrobench | {"category": "Fungus", "crop": "Cotton", "source": "did", "id": "549", "file_names": ["images/did_549.png"]} | |
agrobench_png_99 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Bacterial dieback of nectarine\nB. Bacterial spot\nC. Pink root\nD. Rasp leaf\nE. Gray mold"
}
]
},
{
"rol... | agrobench | {"category": "Bacteria", "crop": "Nectarine", "source": "did", "id": "1086", "file_names": ["images/did_1086.png"]} | |
agrobench_png_100 | [
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "What disease is affecting the plant?\nA. Net blotch\nB. Bacterial blast\nC. Shot hole disease\nD. Pear decline\nE. Common leaf spot"
}
]
},
{
"role... | agrobench | {"category": "Phytoplasma", "crop": "Pear", "source": "did", "id": "119", "file_names": ["images/did_119.png"]} |
End of preview. Expand in Data Studio
AgroBench
AgroBench is a vision-language model (VLM) benchmark for agriculture, annotated by expert agronomists. It covers seven agricultural topics spanning 203 crop categories and 682 disease categories, with 4,342 question-answer examples pairing images with multiple-choice questions across tasks such as crop identification, disease diagnosis, pest identification, and weed identification.
This dataset has been standardized to the HF image_text_to_text format: one conversational messages schema, imagefolder-native images, and (if present) a text_only parquet config.
This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.
Usage
from datasets import load_dataset
# Single image folder -> one default config
ds = load_dataset("Project-AgML/AgroBench")
# Stream without downloading
ds = load_dataset("Project-AgML/AgroBench", streaming=True)
Every record shares the SAME columns so heterogeneous AgML datasets concatenate cleanly: id, file_names (one image per row), messages, origin_dataset, and raw_metadata. raw_metadata is a JSON-encoded string holding source fields not folded into messages/file_names (here: the original source_image filename and parsed crop_prefix); restore it with json.loads(row["raw_metadata"]). Image placeholders in messages align 1:1 with file_names. Using a JSON string (not a native struct) is what lets concatenate_datasets([...]) work across datasets whose raw fields differ in type. Multi-image rows return images as a list aligned to the {"type": "image"} placeholders in messages.
Citation
@InProceedings{Shinoda_2025_ICCV,
author = {Shinoda, Risa and Inoue, Nakamasa and Kataoka, Hirokatsu and Onishi, Masaki and Ushiku, Yoshitaka},
title = {AgroBench: Vision-Language Model Benchmark in Agriculture},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
month = {October},
year = {2025},
pages = {7634-7644}
}
Shinoda, Risa; Inoue, Nakamasa; Kataoka, Hirokatsu; Onishi, Masaki; Ushiku, Yoshitaka (2025), "AgroBench: Vision-Language Model Benchmark in Agriculture", Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 7634-7644
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