Custom Model Summary

exp id	model id	optimizer	img size	batch size	lr	dropout	accuracy	macro f1	weighted f1	best val acc	classes	samples	imbalance ratio
best	D	adamw	224	64	0.001	0.4	0.9856	0.9856	0.9856	0.9892	26	15921	1.0300
exp_004	D	adamw	224	64	0.001	0.4	0.9856	0.9856	0.9856	0.9892	26	15921	1.0300
exp_002	B	adam	192	96	0.0005	0.3	0.8144	0.8173	0.8173	0.8200	26	15921	1.0300
exp_005	E	adamw	224	64	0.001	0.4	0.8021	0.8001	0.8001	0.7944	26	15921	1.0300
exp_001	A	adam	224	64	0.001	0.5	0.7815	0.7836	0.7836	0.7928	26	15921	1.0300
exp_003	C	sgd	224	64	0.05	0.4	nan	nan	nan	nan	26	15921	1.0300

best

Acc 0.9856 MacroF1 0.9856 WeightedF1 0.9856 Best Val 0.9892

EDA: kelas: 26 · sampel: 15921 · min/max per kelas: 601/619 · imbalance: 1.0300

README: ada

Config

{
  "model_id": "D",
  "img_size": 224,
  "batch_size": 64,
  "optimizer": "adamw",
  "lr": 0.001,
  "weight_decay": 0.0001,
  "dropout": 0.4,
  "patience": 10,
  "lr_schedule": "reduce"
}

Plots

Artifacts

keras — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\best\artifacts\best.keras
h5 — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\best\artifacts\final_model.h5
tflite — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\best\artifacts\model.tflite

exp_001

Acc 0.7815 MacroF1 0.7836 WeightedF1 0.7836 Best Val 0.7928

EDA: kelas: 26 · sampel: 15921 · min/max per kelas: 601/619 · imbalance: 1.0300

README: ada

Config

{
  "model_id": "A",
  "img_size": 224,
  "batch_size": 64,
  "optimizer": "adam",
  "lr": 0.001,
  "weight_decay": 0.0,
  "dropout": 0.5,
  "patience": 8,
  "lr_schedule": "reduce"
}

Plots

Artifacts

keras — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_001\artifacts\best.keras
h5 — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_001\artifacts\final_model.h5
tflite — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_001\artifacts\model.tflite

exp_002

Acc 0.8144 MacroF1 0.8173 WeightedF1 0.8173 Best Val 0.8200

EDA: kelas: 26 · sampel: 15921 · min/max per kelas: 601/619 · imbalance: 1.0300

README: ada

Config

{
  "model_id": "B",
  "img_size": 192,
  "batch_size": 96,
  "optimizer": "adam",
  "lr": 0.0005,
  "weight_decay": 0.0001,
  "dropout": 0.3,
  "patience": 10,
  "lr_schedule": "reduce"
}

Plots

Artifacts

keras — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_002\artifacts\best.keras
h5 — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_002\artifacts\final_model.h5
tflite — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_002\artifacts\model.tflite

exp_003

Acc MacroF1 WeightedF1 Best Val

EDA: kelas: 26 · sampel: 15921 · min/max per kelas: 601/619 · imbalance: 1.0300

README: tidak ada

Config

{
  "model_id": "C",
  "img_size": 224,
  "batch_size": 64,
  "optimizer": "sgd",
  "lr": 0.05,
  "weight_decay": 0.0001,
  "dropout": 0.4,
  "patience": 10,
  "lr_schedule": "cosine"
}

Plots

Plot tidak ditemukan

Artifacts

Model artifacts tidak ditemukan

exp_004

Acc 0.9856 MacroF1 0.9856 WeightedF1 0.9856 Best Val 0.9892

EDA: kelas: 26 · sampel: 15921 · min/max per kelas: 601/619 · imbalance: 1.0300

README: ada

Config

{
  "model_id": "D",
  "img_size": 224,
  "batch_size": 64,
  "optimizer": "adamw",
  "lr": 0.001,
  "weight_decay": 0.0001,
  "dropout": 0.4,
  "patience": 10,
  "lr_schedule": "reduce"
}

Plots

Artifacts

keras — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_004\artifacts\best.keras
h5 — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_004\artifacts\final_model.h5
tflite — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_004\artifacts\model.tflite

exp_005

Acc 0.8021 MacroF1 0.8001 WeightedF1 0.8001 Best Val 0.7944

EDA: kelas: 26 · sampel: 15921 · min/max per kelas: 601/619 · imbalance: 1.0300

README: ada

Config

{
  "model_id": "E",
  "img_size": 224,
  "batch_size": 64,
  "optimizer": "adamw",
  "lr": 0.001,
  "weight_decay": 0.0001,
  "dropout": 0.4,
  "patience": 10,
  "lr_schedule": "reduce"
}

Plots

Artifacts

keras — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_005\artifacts\best.keras
h5 — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_005\artifacts\final_model.h5
tflite — D:\Dhika\(KULIAH)\'Skripsi\Github\Fix_TA_Project\Fix_TA_Project\1. Workspace\2. CNN\1.Workplace\Custom_model\runs\exp_005\artifacts\model.tflite

Leaderboard Custom Model

best

Plots

Artifacts

exp_001

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exp_002

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exp_003

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exp_004

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Artifacts

exp_005

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Artifacts