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Out Of Distribution Detection On Imagenet 1K 3

평가 지표

AUROC
FPR95
Latency, ms

평가 결과

이 벤치마크에서 각 모델의 성능 결과

Paper Title
GEN-68.32-GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection
KNN (ResNet-50)86.259.08-Out-of-Distribution Detection with Deep Nearest Neighbors
DOE85.9855.87-Out-of-distribution Detection with Implicit Outlier Transformation
GradNorm-50.03-On the Importance of Gradients for Detecting Distributional Shifts in the Wild
DML-47.32-Decoupling MaxLogit for Out-of-Distribution Detection
RP+GradNorm-43.87-Detecting Out-of-distribution Data through In-distribution Class Prior
ReAct (ResNet-50)91.5342.40-ReAct: Out-of-distribution Detection With Rectified Activations
RankFeat (ResNetv2-101)91.9141.31-RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection
SHE-34.22-Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy
MCM (CLIP-B)94.6130.91-Delving into Out-of-Distribution Detection with Vision-Language Representations
KNN (ResNet-50 SupCon)94.7230.83-Out-of-Distribution Detection with Deep Nearest Neighbors
MCM (CLIP-L)94.9528.38-Delving into Out-of-Distribution Detection with Vision-Language Representations
ODIN+UMAP (ResNet-50)94.7121.97-Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability
DICE + ReAct (ResNet-50)96.2418.64-DICE: Leveraging Sparsification for Out-of-Distribution Detection
NPOS96.1916.58-Non-Parametric Outlier Synthesis
LINe (ResNet-50)97.5612.26-LINe: Out-of-Distribution Detection by Leveraging Important Neurons
ASH-S (ResNet-50)97.8711.49-Extremely Simple Activation Shaping for Out-of-Distribution Detection
NNGuide (ResNet50 w/ ReAct)97.711.1211.10Nearest Neighbor Guidance for Out-of-Distribution Detection
SCALE (ResNet50)98.179.511.27Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement
MOS (BiT-S-R101x1)98.159.28-MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space
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Out Of Distribution Detection On Imagenet 1K 3 | SOTA | HyperAI초신경