Based On Pros and Cons of GAN Evaluation Measures: New Developments (Ali Borji)
Method | Venue | code |
---|---|---|
Inception Score (IS) | NeurIPS 2016 | |
Fréchet Inception Distance (FID) | NeurIPS 2017 |
Method | Venue | code |
---|---|---|
Spatial FID (sFID) | ICML 2021 | |
Class-aware FID (CAFD) | arXiv 2018 | code |
Conditional FID | arXiv 2021 | |
Fast FID | arXiv 2021 | |
Memorization-informed FID (MiFID) | KDD 2021 | |
Unbiased FID and IS | CVPR 2020 | |
Clean FID | arXiv 2021 | code |
Frechet Video Distance (FVD) | arXiv 2018 | code |
Method | Venue | code |
---|---|---|
Local Intrinsic Dimensionality (LID) | arXiv 2019 | |
Intrinsic Multi-scale Distance (IMD) | ICLR 2020 | |
Perceptual Path Length (PPL) | CVPR 2019 | code |
Linear Separability in Latent Space | CVPR 2019 | code |
Method | Venue | code |
---|---|---|
Precision and Recall (P&R) | NeurIPS 2018 | |
Improved P&R | NeurIPS 2019 | code |
Density and Coverage (D&C) | ICML 2020 | code |
Alpha Precision & Recall | arXiv 2021 |
Method | Venue | code |
---|---|---|
Caption Score (CapS) | NeurIPS 2021 | code |
Method | Venue | code |
---|---|---|
Classification Accuracy Score (CAS) | NeurIPS 2019 | |
Duality GAP Metric | NeurIPS 2019 |
Method | Venue | code |
---|---|---|
Human Eye Perceptual Evaluation (HYPE) | NeurIPS 2019 | |
Neuroscore | Cognitive Computation 2020 | |
GAN Steerability & Dissection | ICLR 2020 | code |
A Universal Fake vs. Real Detector | CVPR 2020 |