| Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations | ✓ Link | 16.84 | 96.36 | CMA(ViT-B/16, NegLabel) | 2025-03-24 |
| LINe: Out-of-Distribution Detection by Leveraging Important Neurons | ✓ Link | 19.48 | 95.26 | LINe (ResNet50) | 2023-03-24 |
| Nearest Neighbor Guidance for Out-of-Distribution Detection | ✓ Link | 21.58 | 94.43 | NNGuide (RegNet) | 2023-09-26 |
| Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement | ✓ Link | 23.27 | 95.02 | SCALE (ResNet50) | 2023-09-30 |
| DICE: Leveraging Sparsification for Out-of-Distribution Detection | ✓ Link | 25.45 | 93.94 | DICE + ReAct (ResNet-50) | 2021-11-18 |
| Extremely Simple Activation Shaping for Out-of-Distribution Detection | ✓ Link | 27.98 | 94.02 | ASH-S (ResNet-50) | 2022-09-20 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | ✓ Link | 29.00 | 94.14 | MCM (CLIP-L) | 2022-11-24 |
| RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection | ✓ Link | 29.27 | 94.07 | RankFeat (ResNetv2-101) | 2022-09-18 |
| DICE: Leveraging Sparsification for Out-of-Distribution Detection | ✓ Link | 35.15 | 90.83 | DICE (ResNet-50) | 2021-11-18 |
| Delving into Out-of-Distribution Detection with Vision-Language Representations | ✓ Link | 37.59 | 92.57 | MCM (CLIP-B) | 2022-11-24 |
| MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space | ✓ Link | 40.63 | 92.01 | MOS (BiT-S-R101x1) | 2021-05-05 |
| Non-Parametric Outlier Synthesis | ✓ Link | 43.77 | 90.44 | NPOS | 2023-03-06 |
| On the Importance of Gradients for Detecting Distributional Shifts in the Wild | ✓ Link | 46.48 | | GradNorm (ResNetv2-101) | 2021-10-01 |
| ReAct: Out-of-distribution Detection With Rectified Activations | ✓ Link | 47.69 | 88.16 | ReAct (ResNet-50) | 2021-11-24 |
| Out-of-Distribution Detection with Deep Nearest Neighbors | ✓ Link | 48.91 | 88.40 | KNN (ResNet-50 SupCon) | 2022-04-13 |
| Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability | ✓ Link | 49.69 | 86.92 | ODIN+UMAP (ResNet-50) | 2023-06-06 |
| Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy | ✓ Link | 54.19 | | SHE | 2023-01-21 |
| Decoupling MaxLogit for Out-of-Distribution Detection | | 57.40 | | DML | 2023-01-01 |
| Out-of-Distribution Detection with Deep Nearest Neighbors | ✓ Link | 69.53 | 80.10 | KNN (ResNet-50) | 2022-04-13 |
| Detecting Out-of-distribution Data through In-distribution Class Prior) | ✓ Link | 73.53 | | RP+GradNorm | 2023-04-25 |
| Out-of-distribution Detection with Implicit Outlier Transformation | ✓ Link | 80.94 | 76.26 | DOE | 2023-03-09 |
| Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need | ✓ Link | | 89.8 | MOOD | 2023-02-06 |