Instructions to use Acras/Vit-Flower with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Acras/Vit-Flower with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="Acras/Vit-Flower") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("Acras/Vit-Flower") model = AutoModelForImageClassification.from_pretrained("Acras/Vit-Flower") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "ViTForImageClassification" | |
| ], | |
| "model_type": "vit", | |
| "num_labels": 152, | |
| "image_size": 384, | |
| "patch_size": 16, | |
| "num_channels": 3, | |
| "hidden_size": 768, | |
| "num_hidden_layers": 12, | |
| "num_attention_heads": 12, | |
| "intermediate_size": 3072, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.0, | |
| "attention_probs_dropout_prob": 0.0, | |
| "initializer_range": 0.02, | |
| "layer_norm_eps": 1e-12, | |
| "qkv_bias": true, | |
| "encoder_stride": 16, | |
| "id2label": { | |
| "0": "紫叶竹节秋海棠(紫竹梅) (Tradescantia pallida)", | |
| "1": "龙牙草(仙鹤草) (Agrimonia eupatoria)", | |
| "2": "络石(风车茉莉) (Trachelospermum jasminoides)", | |
| "3": "湖北荚蒾 (Eriocapitella hupehensis)", | |
| "4": "桃叶风铃草 (Campanula persicifolia)", | |
| "5": "旱金莲 (Tropaeolum majus)", | |
| "6": "田野珍珠菜 (Lysimachia arvensis)", | |
| "7": "白花雪果 (Symphoricarpos albus)", | |
| "8": "吊兰 (Chlorophytum comosum)", | |
| "9": "啤酒花 (Humulus lupulus)", | |
| "10": "欧鼠李 (Rhamnus alaternus)", | |
| "11": "白景天 (Sedum album)", | |
| "12": "欧楂 (Cydonia oblonga)", | |
| "13": "苹果薄荷 (Mentha suaveolens)", | |
| "14": "北美鹅掌楸(郁金香树) (Liriodendron tulipifera)", | |
| "15": "柠檬白千层 (Melaleuca citrina)", | |
| "16": "欧洲梨 (Pyrus communis)", | |
| "17": "欧洲椴(阔叶椴) (Tilia platyphyllos)", | |
| "18": "香桃木 (Myrtus communis)", | |
| "19": "忍冬(金银花) (Lonicera japonica)", | |
| "20": "欧洲赤松 (Pinus sylvestris)", | |
| "21": "紫花老鹳草 (Geranium purpureum)", | |
| "22": "香龙血树(巴西木) (Dracaena fragrans)", | |
| "23": "水飞蓟 (Silybum marianum)", | |
| "24": "栾树 (Koelreuteria paniculata)", | |
| "25": "欧洲山杨(垂枝桦) (Betula pendula)", | |
| "26": "日本木瓜(倭海棠) (Chaenomeles japonica)", | |
| "27": "榆叶黑莓 (Rubus ulmifolius)", | |
| "28": "宽叶山黧豆(香豌豆) (Lathyrus latifolius)", | |
| "29": "打碗花(篱打碗花) (Calystegia sepium)", | |
| "30": "龙舌兰 (Agave americana)", | |
| "31": "欧洲云杉(挪威云杉) (Picea abies)", | |
| "32": "白柳 (Salix alba)", | |
| "33": "蓝铃花 (Hyacinthoides non-scripta)", | |
| "34": "红花接骨木 (Sambucus racemosa)", | |
| "35": "黄杨 (Buxus sempervirens)", | |
| "36": "熊葱(野蒜) (Allium ursinum)", | |
| "37": "斑点蓼 (Persicaria maculosa)", | |
| "38": "留兰香(绿薄荷) (Mentha spicata)", | |
| "39": "女贞(大叶女贞) (Ligustrum lucidum)", | |
| "40": "泽珍珠菜 (Lysimachia vulgaris)", | |
| "41": "多变小冠花 (Coronilla varia)", | |
| "42": "野甘蓝(花椰菜祖先) (Brassica oleracea)", | |
| "43": "高加索马鞭草 (Verbena bonariensis)", | |
| "44": "晚花稠李 (Prunus serotina)", | |
| "45": "林生水苏 (Stachys sylvatica)", | |
| "46": "多叶羽扇豆(鲁冰花) (Lupinus polyphyllus)", | |
| "47": "马铃薯(阳芋) (Solanum tuberosum)", | |
| "48": "玫瑰 (Rosa rugosa)", | |
| "49": "紫花红门兰 (Orchis purpurea)", | |
| "50": "龟背竹 (Monstera deliciosa)", | |
| "51": "欧洲忍冬 (Lonicera xylosteum)", | |
| "52": "柠檬 (Citrus × limon)", | |
| "53": "血色老鹳草 (Geranium sanguineum)", | |
| "54": "叶子花(三角梅) (Bougainvillea spectabilis)", | |
| "55": "大麦 (Hordeum vulgare)", | |
| "56": "撒尔维亚叶岩蔷薇 (Cistus salviifolius)", | |
| "57": "罗勒 (Ocimum basilicum)", | |
| "58": "郁金香 (Tulipa gesneriana)", | |
| "59": "白毛岩蔷薇 (Cistus albidus)", | |
| "60": "喉管草 (Campanula trachelium)", | |
| "61": "欧石楠 (Calluna vulgaris)", | |
| "62": "滨菊 (Leucanthemum vulgare)", | |
| "63": "续随子 (Euphorbia lathyris)", | |
| "64": "荠菜 (Capsella bursa-pastoris)", | |
| "65": "日本小檗(红叶小檗) (Berberis thunbergii)", | |
| "66": "洋水仙(黄水仙) (Narcissus pseudonarcissus)", | |
| "67": "甜菜 (Beta vulgaris)", | |
| "68": "黑毛蕊花 (Verbascum nigrum)", | |
| "69": "苹果 (Malus domestica)", | |
| "70": "橙黄花亚菊 (Pilosella aurantiaca)", | |
| "71": "酢浆草(酸味草) (Oxalis corniculata)", | |
| "72": "白花矾根(墨西哥橘) (Choisya ternata)", | |
| "73": "欧洲接骨木 (Sambucus ebulus)", | |
| "74": "小老鹳草 (Geranium pusillum)", | |
| "75": "大叶黄杨 (Euonymus japonicus)", | |
| "76": "林地老鹳草 (Geranium sylvaticum)", | |
| "77": "酸橙(苦橙) (Citrus × aurantium)", | |
| "78": "母菊(洋甘菊) (Matricaria chamomilla)", | |
| "79": "伤口花 (Anthyllis vulneraria)", | |
| "80": "山矢车菊 (Centaurea montana)", | |
| "81": "锦带花 (Weigela florida)", | |
| "82": "盔瓣秋海棠 (Begonia cucullata)", | |
| "83": "海滨千里光 (Jacobaea maritima)", | |
| "84": "泽漆(五朵云) (Euphorbia helioscopia)", | |
| "85": "草地老鹳草 (Geranium pratense)", | |
| "86": "三色堇 (Viola tricolor)", | |
| "87": "库珀冰叶日中花 (Delosperma cooperi)", | |
| "88": "吊竹梅(斑叶鸭跖草) (Tradescantia zebrina)", | |
| "89": "除虫菊 (Tanacetum parthenium)", | |
| "90": "香花芥 (Hesperis matronalis)", | |
| "91": "缬草(药用缬草) (Valeriana officinalis)", | |
| "92": "木瓜海棠(皱皮木瓜) (Chaenomeles speciosa)", | |
| "93": "假叶树(刺叶树) (Ruscus aculeatus)", | |
| "94": "细叶还阳参 (Crepis capillaris)", | |
| "95": "绵毛水苏(羊耳朵草) (Stachys byzantina)", | |
| "96": "四裂荆芥 (Galeopsis tetrahit)", | |
| "97": "普通千里光 (Senecio vulgaris)", | |
| "98": "皱叶酸模 (Rumex crispus)", | |
| "99": "猪殃殃(钝叶拉拉藤) (Galium mollugo)", | |
| "100": "杏叶大戟 (Euphorbia amygdaloides)", | |
| "101": "斑叶掌裂兰 (Dactylorhiza maculata)", | |
| "102": "欧洲百合 (Lilium martagon)", | |
| "103": "金光菊(黑心菊) (Rudbeckia fulgida)", | |
| "104": "岩生脐草 (Umbilicus rupestris)", | |
| "105": "猫儿菊 (Hypochaeris radicata)", | |
| "106": "勋章菊 (Gazania rigens)", | |
| "107": "广布野豌豆 (Vicia cracca)", | |
| "108": "西班牙薰衣草 (Lavandula stoechas)", | |
| "109": "黄花酢浆草 (Oxalis pes-caprae)", | |
| "110": "粉花月见草 (Oenothera glazioviana)", | |
| "111": "草地婆罗门参 (Tragopogon pratensis)", | |
| "112": "海茴香 (Crithmum maritimum)", | |
| "113": "小地榆 (Sanguisorba minor)", | |
| "114": "非洲百合 (Agapanthus praecox)", | |
| "115": "可食花楸 (Aria edulis)", | |
| "116": "聚花风铃草 (Campanula glomerata)", | |
| "117": "蜜蜂兰 (Ophrys apifera)", | |
| "118": "蓝目菊 (Dimorphotheca ecklonis)", | |
| "119": "剪秋罗 (Silene flos-cuculi)", | |
| "120": "美丽月见草 (Oenothera lindheimeri)", | |
| "121": "伯利恒之星 (Ornithogalum umbellatum)", | |
| "122": "反枝苋 (Amaranthus retroflexus)", | |
| "123": "毛蕊花 (Verbascum densiflorum)", | |
| "124": "六出花 (Alstroemeria aurea)", | |
| "125": "苔景天 (Sedum acre)", | |
| "126": "糙叶矢车菊 (Centaurea scabiosa)", | |
| "127": "长柔毛野豌豆 (Vicia villosa)", | |
| "128": "飘香藤 (Mandevilla laxa)", | |
| "129": "欧洲忍冬(金银花) (Lonicera periclymenum)", | |
| "130": "欧洲风铃草 (Campanula rapunculus)", | |
| "131": "德国鸢尾 (Iris × germanica)", | |
| "132": "黑矢车菊 (Centaurea nigra)", | |
| "133": "杂种野芝麻 (Lamium hybridum)", | |
| "134": "翡翠珠 (Graptopetalum paraguayense)", | |
| "135": "铃兰 (Convallaria majalis)", | |
| "136": "大花马齿苋(太阳花) (Portulaca grandiflora)", | |
| "137": "粘毛白酒草 (Dittrichia viscosa)", | |
| "138": "八宝景天 (Hylotelephium telephium)", | |
| "139": "斑叶阿若母 (Arum maculatum)", | |
| "140": "紫牵牛 (Ipomoea purpurea)", | |
| "141": "灌木糙苏 (Phlomis fruticosa)", | |
| "142": "南天竹 (Nandina domestica)", | |
| "143": "香车叶草 (Galium odoratum)", | |
| "144": "树锦葵 (Malva arborea)", | |
| "145": "棣棠 (Kerria japonica)", | |
| "146": "火炬花 (Kniphofia uvaria)", | |
| "147": "比利牛斯老鹳草 (Geranium pyrenaicum)", | |
| "148": "白野芝麻 (Lamium album)", | |
| "149": "红掌(安祖花) (Anthurium andraeanum)", | |
| "150": "圆叶风铃草 (Campanula rotundifolia)", | |
| "151": "三色堇 (Viola × wittrockiana)" | |
| }, | |
| "label2id": { | |
| "紫叶竹节秋海棠(紫竹梅) (Tradescantia pallida)": "0", | |
| "龙牙草(仙鹤草) (Agrimonia eupatoria)": "1", | |
| "络石(风车茉莉) (Trachelospermum jasminoides)": "2", | |
| "湖北荚蒾 (Eriocapitella hupehensis)": "3", | |
| "桃叶风铃草 (Campanula persicifolia)": "4", | |
| "旱金莲 (Tropaeolum majus)": "5", | |
| "田野珍珠菜 (Lysimachia arvensis)": "6", | |
| "白花雪果 (Symphoricarpos albus)": "7", | |
| "吊兰 (Chlorophytum comosum)": "8", | |
| "啤酒花 (Humulus lupulus)": "9", | |
| "欧鼠李 (Rhamnus alaternus)": "10", | |
| "白景天 (Sedum album)": "11", | |
| "欧楂 (Cydonia oblonga)": "12", | |
| "苹果薄荷 (Mentha suaveolens)": "13", | |
| "北美鹅掌楸(郁金香树) (Liriodendron tulipifera)": "14", | |
| "柠檬白千层 (Melaleuca citrina)": "15", | |
| "欧洲梨 (Pyrus communis)": "16", | |
| "欧洲椴(阔叶椴) (Tilia platyphyllos)": "17", | |
| "香桃木 (Myrtus communis)": "18", | |
| "忍冬(金银花) (Lonicera japonica)": "19", | |
| "欧洲赤松 (Pinus sylvestris)": "20", | |
| "紫花老鹳草 (Geranium purpureum)": "21", | |
| "香龙血树(巴西木) (Dracaena fragrans)": "22", | |
| "水飞蓟 (Silybum marianum)": "23", | |
| "栾树 (Koelreuteria paniculata)": "24", | |
| "欧洲山杨(垂枝桦) (Betula pendula)": "25", | |
| "日本木瓜(倭海棠) (Chaenomeles japonica)": "26", | |
| "榆叶黑莓 (Rubus ulmifolius)": "27", | |
| "宽叶山黧豆(香豌豆) (Lathyrus latifolius)": "28", | |
| "打碗花(篱打碗花) (Calystegia sepium)": "29", | |
| "龙舌兰 (Agave americana)": "30", | |
| "欧洲云杉(挪威云杉) (Picea abies)": "31", | |
| "白柳 (Salix alba)": "32", | |
| "蓝铃花 (Hyacinthoides non-scripta)": "33", | |
| "红花接骨木 (Sambucus racemosa)": "34", | |
| "黄杨 (Buxus sempervirens)": "35", | |
| "熊葱(野蒜) (Allium ursinum)": "36", | |
| "斑点蓼 (Persicaria maculosa)": "37", | |
| "留兰香(绿薄荷) (Mentha spicata)": "38", | |
| "女贞(大叶女贞) (Ligustrum lucidum)": "39", | |
| "泽珍珠菜 (Lysimachia vulgaris)": "40", | |
| "多变小冠花 (Coronilla varia)": "41", | |
| "野甘蓝(花椰菜祖先) (Brassica oleracea)": "42", | |
| "高加索马鞭草 (Verbena bonariensis)": "43", | |
| "晚花稠李 (Prunus serotina)": "44", | |
| "林生水苏 (Stachys sylvatica)": "45", | |
| "多叶羽扇豆(鲁冰花) (Lupinus polyphyllus)": "46", | |
| "马铃薯(阳芋) (Solanum tuberosum)": "47", | |
| "玫瑰 (Rosa rugosa)": "48", | |
| "紫花红门兰 (Orchis purpurea)": "49", | |
| "龟背竹 (Monstera deliciosa)": "50", | |
| "欧洲忍冬 (Lonicera xylosteum)": "51", | |
| "柠檬 (Citrus × limon)": "52", | |
| "血色老鹳草 (Geranium sanguineum)": "53", | |
| "叶子花(三角梅) (Bougainvillea spectabilis)": "54", | |
| "大麦 (Hordeum vulgare)": "55", | |
| "撒尔维亚叶岩蔷薇 (Cistus salviifolius)": "56", | |
| "罗勒 (Ocimum basilicum)": "57", | |
| "郁金香 (Tulipa gesneriana)": "58", | |
| "白毛岩蔷薇 (Cistus albidus)": "59", | |
| "喉管草 (Campanula trachelium)": "60", | |
| "欧石楠 (Calluna vulgaris)": "61", | |
| "滨菊 (Leucanthemum vulgare)": "62", | |
| "续随子 (Euphorbia lathyris)": "63", | |
| "荠菜 (Capsella bursa-pastoris)": "64", | |
| "日本小檗(红叶小檗) (Berberis thunbergii)": "65", | |
| "洋水仙(黄水仙) (Narcissus pseudonarcissus)": "66", | |
| "甜菜 (Beta vulgaris)": "67", | |
| "黑毛蕊花 (Verbascum nigrum)": "68", | |
| "苹果 (Malus domestica)": "69", | |
| "橙黄花亚菊 (Pilosella aurantiaca)": "70", | |
| "酢浆草(酸味草) (Oxalis corniculata)": "71", | |
| "白花矾根(墨西哥橘) (Choisya ternata)": "72", | |
| "欧洲接骨木 (Sambucus ebulus)": "73", | |
| "小老鹳草 (Geranium pusillum)": "74", | |
| "大叶黄杨 (Euonymus japonicus)": "75", | |
| "林地老鹳草 (Geranium sylvaticum)": "76", | |
| "酸橙(苦橙) (Citrus × aurantium)": "77", | |
| "母菊(洋甘菊) (Matricaria chamomilla)": "78", | |
| "伤口花 (Anthyllis vulneraria)": "79", | |
| "山矢车菊 (Centaurea montana)": "80", | |
| "锦带花 (Weigela florida)": "81", | |
| "盔瓣秋海棠 (Begonia cucullata)": "82", | |
| "海滨千里光 (Jacobaea maritima)": "83", | |
| "泽漆(五朵云) (Euphorbia helioscopia)": "84", | |
| "草地老鹳草 (Geranium pratense)": "85", | |
| "三色堇 (Viola tricolor)": "86", | |
| "库珀冰叶日中花 (Delosperma cooperi)": "87", | |
| "吊竹梅(斑叶鸭跖草) (Tradescantia zebrina)": "88", | |
| "除虫菊 (Tanacetum parthenium)": "89", | |
| "香花芥 (Hesperis matronalis)": "90", | |
| "缬草(药用缬草) (Valeriana officinalis)": "91", | |
| "木瓜海棠(皱皮木瓜) (Chaenomeles speciosa)": "92", | |
| "假叶树(刺叶树) (Ruscus aculeatus)": "93", | |
| "细叶还阳参 (Crepis capillaris)": "94", | |
| "绵毛水苏(羊耳朵草) (Stachys byzantina)": "95", | |
| "四裂荆芥 (Galeopsis tetrahit)": "96", | |
| "普通千里光 (Senecio vulgaris)": "97", | |
| "皱叶酸模 (Rumex crispus)": "98", | |
| "猪殃殃(钝叶拉拉藤) (Galium mollugo)": "99", | |
| "杏叶大戟 (Euphorbia amygdaloides)": "100", | |
| "斑叶掌裂兰 (Dactylorhiza maculata)": "101", | |
| "欧洲百合 (Lilium martagon)": "102", | |
| "金光菊(黑心菊) (Rudbeckia fulgida)": "103", | |
| "岩生脐草 (Umbilicus rupestris)": "104", | |
| "猫儿菊 (Hypochaeris radicata)": "105", | |
| "勋章菊 (Gazania rigens)": "106", | |
| "广布野豌豆 (Vicia cracca)": "107", | |
| "西班牙薰衣草 (Lavandula stoechas)": "108", | |
| "黄花酢浆草 (Oxalis pes-caprae)": "109", | |
| "粉花月见草 (Oenothera glazioviana)": "110", | |
| "草地婆罗门参 (Tragopogon pratensis)": "111", | |
| "海茴香 (Crithmum maritimum)": "112", | |
| "小地榆 (Sanguisorba minor)": "113", | |
| "非洲百合 (Agapanthus praecox)": "114", | |
| "可食花楸 (Aria edulis)": "115", | |
| "聚花风铃草 (Campanula glomerata)": "116", | |
| "蜜蜂兰 (Ophrys apifera)": "117", | |
| "蓝目菊 (Dimorphotheca ecklonis)": "118", | |
| "剪秋罗 (Silene flos-cuculi)": "119", | |
| "美丽月见草 (Oenothera lindheimeri)": "120", | |
| "伯利恒之星 (Ornithogalum umbellatum)": "121", | |
| "反枝苋 (Amaranthus retroflexus)": "122", | |
| "毛蕊花 (Verbascum densiflorum)": "123", | |
| "六出花 (Alstroemeria aurea)": "124", | |
| "苔景天 (Sedum acre)": "125", | |
| "糙叶矢车菊 (Centaurea scabiosa)": "126", | |
| "长柔毛野豌豆 (Vicia villosa)": "127", | |
| "飘香藤 (Mandevilla laxa)": "128", | |
| "欧洲忍冬(金银花) (Lonicera periclymenum)": "129", | |
| "欧洲风铃草 (Campanula rapunculus)": "130", | |
| "德国鸢尾 (Iris × germanica)": "131", | |
| "黑矢车菊 (Centaurea nigra)": "132", | |
| "杂种野芝麻 (Lamium hybridum)": "133", | |
| "翡翠珠 (Graptopetalum paraguayense)": "134", | |
| "铃兰 (Convallaria majalis)": "135", | |
| "大花马齿苋(太阳花) (Portulaca grandiflora)": "136", | |
| "粘毛白酒草 (Dittrichia viscosa)": "137", | |
| "八宝景天 (Hylotelephium telephium)": "138", | |
| "斑叶阿若母 (Arum maculatum)": "139", | |
| "紫牵牛 (Ipomoea purpurea)": "140", | |
| "灌木糙苏 (Phlomis fruticosa)": "141", | |
| "南天竹 (Nandina domestica)": "142", | |
| "香车叶草 (Galium odoratum)": "143", | |
| "树锦葵 (Malva arborea)": "144", | |
| "棣棠 (Kerria japonica)": "145", | |
| "火炬花 (Kniphofia uvaria)": "146", | |
| "比利牛斯老鹳草 (Geranium pyrenaicum)": "147", | |
| "白野芝麻 (Lamium album)": "148", | |
| "红掌(安祖花) (Anthurium andraeanum)": "149", | |
| "圆叶风铃草 (Campanula rotundifolia)": "150", | |
| "三色堇 (Viola × wittrockiana)": "151" | |
| } | |
| } |