| Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations | ✓ Link | 27.65 | 93.11 | CMA(ViT-B/16, NegLabel) | 2025-03-24 |
| LINe: Out-of-Distribution Detection by Leveraging Important Neurons | ✓ Link | 28.52 | 92.85 | LINe (ResNet50) | 2023-03-24 |
| Nearest Neighbor Guidance for Out-of-Distribution Detection | ✓ Link | 31.47 | 91.87 | NNGuide (RegNet) | 2023-09-26 |
| Boosting Out-of-distribution Detection with Typical Features | | 34.34 | 91.83 | BATS (ResNet-50) | 2022-10-09 |
| Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement | ✓ Link | 34.51 | 92.26 | SCALE (ResNet50) | 2023-09-30 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | ✓ Link | 35.42 | 92.00 | MCM (CLIP-L) | 2022-11-24 |
| DICE: Leveraging Sparsification for Out-of-Distribution Detection | ✓ Link | 36.86 | 90.67 | DICE + ReAct (ResNet-50) | 2021-11-18 |
| RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection | ✓ Link | 39.34 | 90.93 | RankFeat (ResNetv2-101) | 2022-09-18 |
| Extremely Simple Activation Shaping for Out-of-Distribution Detection | ✓ Link | 39.78 | 90.98 | ASH-S (ResNet-50) | 2022-09-20 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | ✓ Link | 44.69 | 89.77 | MCM (CLIP-B) | 2022-11-24 |
| Non-Parametric Outlier Synthesis | ✓ Link | 45.27 | 89.44 | NPOS | 2023-03-06 |
| Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy | ✓ Link | 45.35 | | SHE | 2023-01-21 |
| DICE: Leveraging Sparsification for Out-of-Distribution Detection | ✓ Link | 46.49 | 87.48 | DICE (ResNet-50) | 2021-11-18 |
| MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space | ✓ Link | 49.54 | 89.06 | MOS (BiT-S-R101x1) | 2021-05-05 |
| Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability | ✓ Link | 50.06 | 86.99 | ODIN+UMAP (ResNet-50) | 2023-06-06 |
| ReAct: Out-of-distribution Detection With Rectified Activations | ✓ Link | 51.56 | 86.64 | ReAct (ResNet-50) | 2021-11-24 |
| Out-of-Distribution Detection with Deep Nearest Neighbors | ✓ Link | 60.02 | 84.62 | KNN (ResNet-50 SupCon) | 2022-04-13 |
| On the Importance of Gradients for Detecting Distributional Shifts in the Wild | ✓ Link | 60.86 | | GradNorm (ResNetv2-101) | 2021-10-01 |
| Decoupling MaxLogit for Out-of-Distribution Detection | | 61.43 | | DML | 2023-01-01 |
| Out-of-distribution Detection with Implicit Outlier Transformation | ✓ Link | 67.84 | 83.05 | DOE | 2023-03-09 |
| Watermarking for Out-of-distribution Detection | ✓ Link | 70.59 | 82.03 | Watermarking (WRN-40-2 w/ MSP) | 2022-10-27 |
| Watermarking for Out-of-distribution Detection | ✓ Link | 71.85 | 79.85 | Watermarking (WRN-40-2 w/ Energy) | 2022-10-27 |
| Out-of-Distribution Detection with Deep Nearest Neighbors | ✓ Link | 77.09 | 74.87 | KNN (ResNet-50) | 2022-04-13 |
| Detecting Out-of-distribution Data through In-distribution Class Prior) | ✓ Link | 83.29 | | RP+GradNorm | 2023-04-25 |
| Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need | ✓ Link | | 88.5 | MOOD | 2023-02-06 |