采用torchmetrics进行指标评估

1.Auido 任务指标

Perceptual Evaluation of Speech Quality (PESQ)

Permutation Invariant Training (PIT)

Scale-Invariant Signal-to-Distortion Ratio (SI-SDR)

Scale-Invariant Signal-to-Noise Ratio (SI-SNR)

Short-Time Objective Intelligibility (STOI)

Signal to Distortion Ratio (SDR)

Signal-to-Noise Ratio (SNR)

2.分类 任务指标

Accuracy

AUC

AUROC

Average Precision

Binned Average Precision

Binned Precision Recall

Curve Binned Recall

At Fixed Precision

Calibration Error

Cohen Kappa

Confusion Matrix

Coverage Error

Dice Score

F1 Score

FBeta Score

Hamming Distance

Hinge Loss

Jaccard Index

KL Divergence

Label Ranking Average Precision

Label Ranking Loss

Matthews Corr. Coef.

Precision

Precision Recall

Precision Recall Curve

Recall

ROC

Specificity

Stat Scores

3.图像任务指标

Error Relative Global Dim. Synthesis (ERGAS)

Frechet Inception Distance (FID)

Image Gradients

Inception Score

Kernel Inception Distance

Learned Perceptual Image Patch Similarity (LPIPS)

Multi-Scale SSIM

Peak Signal-to-Noise Ratio (PSNR)

Spectral Angle Mapper

Spectral Distortion Index

Structural Similarity Index Measure (SSIM)

Universal Image Quality Index

4.检测 任务指标

Mean-Average-Precision (mAP)

5.Pairwise 任务指标

Cosine Similarity

Euclidean Distance

Linear Similarity

Manhattan Distance

6.Regression 任务指标

Cosine Similarity

Explained Variance

Mean Absolute Error (MAE)

Mean Absolute Percentage Error (MAPE)

Mean Squared Error (MSE)

Mean Squared Log Error (MSLE)

Pearson Corr. Coef.

R2 Score

Spearman Corr. Coef.

Symmetric Mean Absolute Percentage Error (SMAPE)

Tweedie Deviance Score

Weighted MAPE

7.Retrieval 任务指标

Retrieval Fall-Out

Retrieval Hit Rate

Retrieval Mean Average Precision (MAP)

Retrieval Mean Reciprocal Rank (MRR)

Retrieval Normalized DCG

Retrieval Precision

Retrieval R-Precision

Retrieval Recall

8.Text 任务指标

BERT Score

BLEU Score

Char Error Rate

ChrF Score

Extended Edit Distance

Match Error Rate

ROUGE Score

Sacre BLEU Score

SQuAD

Translation Edit Rate (TER)

Word Error Rate

Word Info. LostWord Info. Preserved

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转载自blog.csdn.net/u012374012/article/details/143330478