OpenCodePapers

zero-shot-anomaly-detection-on-dtd-synthetic-zero-shot-cross-domain

Anomaly DetectionZero-Shot Anomaly Detection
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeDetection AUROCSegmentation AUROCModelNameReleaseDate
TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection✓ Link99.4Tipsomaly (TIPS-L/14 HR, Zero-shot)2026-02-03
From Attraction to Equilibrium: Physics-Inspired Semantic Gravitons for Zero-Shot Anomaly Detection98.799.3SGNet2026-06-03
DLVP-CLIP: Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual Prompting96.898.9DLVP-CLIP2026-06-03
Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections✓ Link96.3Crane (CLIP ViT-L/14@336, zero-shot)2025-04-15
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection✓ Link95.597.9AdaCLIP (zero-shot)2024-07-22
Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection✓ Link95.197.8Bayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)2025-03-13
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection✓ Link93.5AnomalyCLIP (damaged prompt, zero-shot)2023-10-29
VisualAD: Language-Free Zero-Shot Anomaly Detection via Vision Transformer✓ Link98.1VisualAD CLIP (zero-shot)2026-03-09