All TorchMetrics

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Concatenation

Aggregation

Maximum

Aggregation

Mean

Aggregation

Minimum

Aggregation

Mean

Aggregation

Sum

Aggregation

Sum

Aggregation

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

Audio

Deep Noise Suppression Mean Opinion Score (DNSMOS)

Audio

Non-Intrusive Speech Quality Assessment (NISQA v2.0)

Audio

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

Source Aggregated Signal-to-Distortion Ratio (SA-SDR)

Audio

Speech-to-Reverberation Modulation Energy Ratio (SRMR)

Audio

Accuracy

Classification

Area Under the Receiver Operating Characteristic Curve (AUROC)

Classification

Average Precision

Classification

Calibration Error

Classification

Cohen Kappa

Classification

Confusion Matrix

Classification

Coverage Error

Classification

Dice

Classification

Exact Match

Classification

F-1 Score

Classification

F-Beta Score

Classification

Group Fairness

Classification

Hamming Distance

Classification

Hinge Loss

Classification

Jaccard Index

Classification

Label Ranking Average Precision

Classification

Label Ranking Loss

Classification

Log Area Receiver Operating Characteristic (LogAUC)

Classification

Matthews Correlation Coefficient

Classification

Negative Predictive Value

Classification

Precision

Classification

Recall At Fixed Precision

Classification

Precision Recall Curve

Classification

Recall

Classification

Recall At Fixed Precision

Classification

Receiver Operating Characteristic Curve (ROC)

Classification

Sensitivity At Specificity

Classification

Specificity

Classification

Specificity At Sensitivity

Classification

Stat Scores

Classification

Adjusted Mutual Information Score

Clustering

Adjusted Rand Score

Clustering

Calinski Harabasz Score

Clustering

Completeness Score

Clustering

Davies Bouldin Score

Clustering

Dunn Index

Clustering

Fowlkes Mallows Score

Clustering

Homogeneity Score

Clustering

Mutual Information Score

Clustering

Normalized Mutual Information Score

Clustering

Rand Score

Clustering

V-Measure Score

Clustering

Complete Intersection Over Union (cIoU)

Detection

Distance Intersection Over Union (dIoU)

Detection

Generalized Intersection Over Union (gIoU)

Detection

Intersection Over Union (IoU)

Detection

Mean-Average-Precision (mAP)

Detection

Modified Panoptic Quality

Detection

Panoptic Quality

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

Memorization-Informed Frechet Inception Distance (MiFID)

Image

Multi-Scale Structural Similarity Index Measure

Image

Peak Signal-to-Noise Ratio (PSNR)

Image

Peak Signal To Noise Ratio With Blocked Effect

Image

Perceptual Path Length

Image

Quality with No Reference

Image

Relative Average Spectral Error (RASE)

Image

Root Mean Squared Error Using Sliding Window

Image

Spatial Correlation Coefficient (SCC)

Image

Spatial Distortion Index

Image

Spectral Angle Mapper

Image

Spectral Distortion Index

Image

Structural Similarity Index Measure (SSIM)

Image

Total Variation (TV)

Image

Universal Image Quality Index

Image

Visual Information Fidelity (VIF)

Image

CLIP IQA

Multimodal

CLIP Score

Multimodal

Cramer's V

Nominal

Fleiss Kappa

Nominal

Pearson's Contingency Coefficient

Nominal

Theil's U

Nominal

Tschuprow's T

Nominal

Pairwise Cosine Similarity

Pairwise

Pairwise Euclidean Distance

Pairwise

Pairwise Linear Similarity

Pairwise

Pairwise Manhattan Distance

Pairwise

Pairwise Minkowski Distance

Pairwise

Concordance Correlation Coefficient

Regression

Cosine Similarity

Regression

Critical Success Index (CSI)

Regression

Explained Variance

Regression

Kendall Rank Correlation Coefficient

Regression

KL Divergence

Regression

Log Cosh Error

Regression

Mean Absolute Error (MAE)

Regression

Mean Absolute Percentage Error (MAPE)

Regression

Mean Squared Error (MSE)

Regression

Mean Squared Log Error (MSLE)

Regression

Minkowski Distance

Regression

Normalized Root Mean Squared Error (NRMSE)

Regression

Pearson Correlation Coefficient

Regression

R2 Score

Regression

Relative Squared Error

Regression

Spearman Correlation Coefficient

Regression

Symmetric Mean Absolute Percentage Error (SMAPE)

Regression

Tweedie Deviance Score

Regression

Weighted Mean Absolute Percentage Error (WMAPE)

Regression

Retrieval AUROC

Retrieval

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

Retrieval Precision Recall Curve

Retrieval

Retrieval R-Precision

Retrieval

Retrieval Recall

Retrieval

Score

Segmentation

Generalized Dice Score

Segmentation

Hausdorff Distance

segmentation

Mean Intersection over Union (mIoU)

Segmentation

Procrustes Disparity

shape

BERT Score

Text

BLEU Score

Text

Character Error Rate

Text

ChrF Score

Text

Edit Distance

Text

Extended Edit Distance

Text

InfoLM

Text

Match Error Rate

Text

Perplexity

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

Feature Sharing

Wrappers

Metric Tracker

Wrappers

Min / Max

Wrappers

Multi-output Wrapper

Wrappers

Multi-task Wrapper

Wrappers

Running

Wrappers

Transformations

Wrappers