All TorchMetrics

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Concatenation

Aggregation

Maximum

Aggregation

Mean

Aggregation

Minimum

Aggregation

Sum

Aggregation

Perceptual Evaluation of Speech Quality (PESQ)

Audio

Permutation Invariant Training (PIT)

Audio

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

Audio

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

Audio

Short-Time Objective Intelligibility (STOI)

Audio

Signal to Distortion Ratio (SDR)

Audio

Signal-to-Noise Ratio (SNR)

Audio

Accuracy

Classification

Area Under the Curve (AUC)

Classification

Area Under the Receiver Operating Characteristic Curve (AUROC)

Classification

Average Precision

Classification

Binned Average Precision

Classification

Binned Precision Recall Curve

Classification

Binned Recall At Fixed Precision

Classification

Calibration Error

Classification

Cohen Kappa

Classification

Confusion Matrix

Classification

Coverage Error

Classification

Dice

Classification

F1 Score

Classification

FBeta Score

Classification

Hamming Distance

Classification

Hinge Loss

Classification

Jaccard Index

Classification

KL Divergence

Classification

Label Ranking Average Precision

Classification

Label Ranking Average Precision

Classification

Matthews Correlation Coefficient

Classification

Precision

Classification

Precision Recall

Classification

Precision Recall Curve

Classification

Recall

Classification

Receiver Operating Characteristic Curve (ROC)

Classification

Specificity

Classification

Stat Scores

Classification

Mean-Average-Precision (mAP)

Detection

Error Relative Global Dimensionless Synthesis (ERGAS)

Image

Frechet Inception Distance (FID)

Image

Image Gradients

Image

Inception Score

Image

Kernel Inception Distance

Image

Learned Perceptual Image Patch Similarity (LPIPS)

Image

Multi-Scale Structural Similarity Index Measure

Image

Peak Signal-to-Noise Ratio (PSNR)

Image

Spectral Angle Mapper

Image

Spectral Distortion Index

Image

Structural Similarity Index Measure (SSIM)

Image

Universal Image Quality Index

Image

Pairwise Cosine Similarity

Pairwise

Pairwise Euclidean Distance

Pairwise

Pairwise Linear Similarity

Pairwise

Pairwise Manhattan Distance

Pairwise

Cosine Similarity

Regression

Explained Variance

Regression

Mean Absolute Error (MAE)

Regression

Mean Absolute Percentage Error (MAPE)

Regression

Mean Squared Error (MSE)

Regression

Mean Squared Log Error (MSLE)

Regression

Pearson Correlation Coefficient

Regression

R2 Score

Regression

Spearman Correlation Coefficient

Regression

Symmetric Mean Absolute Percentage Error (SMAPE)

Regression

Tweedie Deviance Score

Regression

Weighted Mean Absolute Percentage Error (WMAPE)

Regression

Retrieval Fall-Out

Retrieval

Retrieval Hit Rate

Retrieval

Retrieval Mean Average Precision (MAP)

Retrieval

Retrieval Mean Reciprocal Rank (MRR)

Retrieval

Retrieval Normalized Discounted Cumulative Gain (DCG)

Retrieval

Retrieval Precision

Retrieval

Precision Recall Curve

Retrieval

Retrieval R-Precision

Retrieval

Retrieval Recall

Retrieval

BERT Score

Text

BLEU Score

Text

Character Error Rate

Text

ChrF Score

Text

Extended Edit Distance

Text

Match Error Rate

Text

ROUGE Score

Text

Sacre BLEU Score

Text

SQuAD

Text

Translation Edit Rate (TER)

Text

Word Error Rate

Text

Word Information Lost

Text

Word Information Preserved

Text

Bootstrapper

Wrappers

Classwise Wrapper

Wrappers

Metric Tracker

Wrappers

Min / Max

Wrappers

Multi-output Wrapper

Wrappers