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dibas-efficientnet-b0

Image Classification
timm
PyTorch
efficientnet_b0
bacteria
medical-imaging
efficientnet
dibas
Model card Files
xet
Community
dibas-efficientnet-b0
File size: 2,936 Bytes
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{
  "architectures": ["EfficientNet"],
  "model_type": "efficientnet_b0",
  "num_classes": 33,
  "image_size": 224,
  "num_channels": 3,
  "mean": [0.485, 0.456, 0.406],
  "std": [0.229, 0.224, 0.225],
  "framework": "pytorch",
  "library": "timm",
  "task": "image-classification",
  "dataset": "DIBaS",
  "id2label": {
    "0": "Acinetobacter_baumannii",
    "1": "Actinomyces_israelii",
    "2": "Bacteroides_fragilis",
    "3": "Bifidobacterium_spp",
    "4": "Candida_albicans",
    "5": "Clostridium_perfringens",
    "6": "Enterococcus_faecalis",
    "7": "Enterococcus_faecium",
    "8": "Escherichia_coli",
    "9": "Fusobacterium",
    "10": "Lactobacillus_casei",
    "11": "Lactobacillus_crispatus",
    "12": "Lactobacillus_delbrueckii",
    "13": "Lactobacillus_gasseri",
    "14": "Lactobacillus_jensenii",
    "15": "Lactobacillus_johnsonii",
    "16": "Lactobacillus_paracasei",
    "17": "Lactobacillus_plantarum",
    "18": "Lactobacillus_reuteri",
    "19": "Lactobacillus_rhamnosus",
    "20": "Lactobacillus_salivarius",
    "21": "Listeria_monocytogenes",
    "22": "Micrococcus_spp",
    "23": "Neisseria_gonorrhoeae",
    "24": "Porphyromonas_gingivalis",
    "25": "Propionibacterium_acnes",
    "26": "Proteus",
    "27": "Pseudomonas_aeruginosa",
    "28": "Staphylococcus_aureus",
    "29": "Staphylococcus_epidermidis",
    "30": "Staphylococcus_saprophyticus",
    "31": "Streptococcus_agalactiae",
    "32": "Veillonella"
  },
  "label2id": {
    "Acinetobacter_baumannii": 0,
    "Actinomyces_israelii": 1,
    "Bacteroides_fragilis": 2,
    "Bifidobacterium_spp": 3,
    "Candida_albicans": 4,
    "Clostridium_perfringens": 5,
    "Enterococcus_faecalis": 6,
    "Enterococcus_faecium": 7,
    "Escherichia_coli": 8,
    "Fusobacterium": 9,
    "Lactobacillus_casei": 10,
    "Lactobacillus_crispatus": 11,
    "Lactobacillus_delbrueckii": 12,
    "Lactobacillus_gasseri": 13,
    "Lactobacillus_jensenii": 14,
    "Lactobacillus_johnsonii": 15,
    "Lactobacillus_paracasei": 16,
    "Lactobacillus_plantarum": 17,
    "Lactobacillus_reuteri": 18,
    "Lactobacillus_rhamnosus": 19,
    "Lactobacillus_salivarius": 20,
    "Listeria_monocytogenes": 21,
    "Micrococcus_spp": 22,
    "Neisseria_gonorrhoeae": 23,
    "Porphyromonas_gingivalis": 24,
    "Propionibacterium_acnes": 25,
    "Proteus": 26,
    "Pseudomonas_aeruginosa": 27,
    "Staphylococcus_aureus": 28,
    "Staphylococcus_epidermidis": 29,
    "Staphylococcus_saprophyticus": 30,
    "Streptococcus_agalactiae": 31,
    "Veillonella": 32
  },
  "metrics": {
    "validation_accuracy": 0.9167,
    "macro_f1": 0.917,
    "parameters": 4050977
  },
  "training": {
    "epochs": 10,
    "batch_size": 32,
    "optimizer": "AdamW",
    "learning_rate": 0.001,
    "weight_decay": 0.0001,
    "mixed_precision": true,
    "seed": 42
  }
}