| 1 | WeakREST-Block | 99.7 | Yes | Industrial Anomaly Detection and Localization Us... | 2023-06-06 | - |
| 2 | CPR | 99.6 | No | Target before Shooting: Accurate Anomaly Detecti... | 2023-08-13 | Code |
| 3 | ADClick | 99.6 | Yes | Towards Efficient Pixel Labeling for Industrial ... | 2024-07-03 | - |
| 4 | GLASS | 99.3 | Yes | A Unified Anomaly Synthesis Strategy with Gradie... | 2024-07-12 | Code |
| 5 | WeakREST-Un | 99.3 | No | Industrial Anomaly Detection and Localization Us... | 2023-06-06 | - |
| 6 | ReConPatch Ensemble (+RefineNet) | 99.2 | No | ReConPatch : Contrastive Patch Representation Le... | 2023-05-26 | Code |
| 7 | ADClick | 99.2 | Yes | Towards Efficient Pixel Labeling for Industrial ... | 2024-07-03 | - |
| 8 | CPR | 99.2 | Yes | Target before Shooting: Accurate Anomaly Detecti... | 2023-08-13 | Code |
| 9 | CPR-fast | 99.2 | Yes | Target before Shooting: Accurate Anomaly Detecti... | 2023-08-13 | Code |
| 10 | BGAD | 99.2 | Yes | Explicit Boundary Guided Semi-Push-Pull Contrast... | 2022-07-04 | Code |
| 11 | PNI Ensemble | 99.06 | No | PNI : Industrial Anomaly Detection using Positio... | 2022-11-22 | Code |
| 12 | HETMM | 99 | No | Hard-normal Example-aware Template Mutual Matchi... | 2023-03-28 | Code |
| 13 | RealNet | 99 | No | RealNet: A Feature Selection Network with Realis... | 2024-03-09 | Code |
| 14 | CPR-faster | 99 | Yes | Target before Shooting: Accurate Anomaly Detecti... | 2023-08-13 | Code |
| 15 | URD | 99 | Yes | Unlocking the Potential of Reverse Distillation ... | 2024-12-10 | Code |
| 16 | PRN | 99 | Yes | Prototypical Residual Networks for Anomaly Detec... | 2022-12-05 | - |
| 17 | PNI | 98.98 | No | PNI : Industrial Anomaly Detection using Positio... | 2022-11-22 | Code |
| 18 | MemSeg | 98.84 | Yes | MemSeg: A semi-supervised method for image surfa... | 2022-05-02 | Code |
| 19 | FastFlow+AltUB | 98.83 | No | AltUB: Alternating Training Method to Update Bas... | 2022-10-26 | - |
| 20 | UniNet | 98.81 | No | - | - | Code |
| 21 | MSFlow | 98.8 | No | MSFlow: Multi-Scale Flow-based Framework for Uns... | 2023-08-29 | Code |
| 22 | POUTA | 98.8 | Yes | Produce Once, Utilize Twice for Anomaly Detection | 2023-12-20 | - |
| 23 | N-pad | 98.75 | No | N-pad : Neighboring Pixel-based Industrial Anoma... | 2022-10-17 | - |
| 24 | AD-CLSCNFs | 98.74 | No | - | - | Code |
| 25 | CDO | 98.7 | No | Collaborative Discrepancy Optimization for Relia... | 2023-02-17 | Code |
| 26 | ReConPatch Ensemble | 98.67 | No | ReConPatch : Contrastive Patch Representation Le... | 2023-05-26 | Code |
| 27 | ReConPatch WRN-50 (+RefineNet) | 98.62 | No | ReConPatch : Contrastive Patch Representation Le... | 2023-05-26 | Code |
| 28 | CFLOW-AD | 98.62 | No | CFLOW-AD: Real-Time Unsupervised Anomaly Detecti... | 2021-07-27 | Code |
| 29 | PBAS | 98.6 | No | Progressive Boundary Guided Anomaly Synthesis fo... | 2024-12-23 | Code |
| 30 | INP-Fomer ViT-L (model-unified multi-class) | 98.6 | No | Exploring Intrinsic Normal Prototypes within a S... | 2025-03-04 | Code |
| 31 | GLAD | 98.6 | No | GLAD: Towards Better Reconstruction with Global ... | 2024-06-11 | Code |
| 32 | INP-Former-Large | 98.6 | No | Exploring Intrinsic Normal Prototypes within a S... | 2025-03-04 | Code |
| 33 | Dinomaly ViT-L (model-unified multi-class) | 98.54 | Yes | Dinomaly: The Less Is More Philosophy in Multi-C... | 2024-05-23 | Code |
| 34 | ReConPatch WRN-101 | 98.53 | No | ReConPatch : Contrastive Patch Representation Le... | 2023-05-26 | Code |
| 35 | Fastflow | 98.5 | No | FastFlow: Unsupervised Anomaly Detection and Loc... | 2021-11-15 | Code |
| 36 | CFLOW-AD+AltUB | 98.5 | No | AltUB: Alternating Training Method to Update Bas... | 2022-10-26 | - |
| 37 | RSTPM | 98.5 | No | Reconstructed Student-Teacher and Discriminative... | 2022-10-14 | - |
| 38 | SAM-LAD | 98.5 | No | SAM-LAD: Segment Anything Model Meets Zero-Shot ... | 2024-06-02 | - |
| 39 | Dinomaly-Large | 98.5 | No | Dinomaly: The Less Is More Philosophy in Multi-C... | 2024-05-23 | Code |
| 40 | INP-Former-Base | 98.5 | No | Exploring Intrinsic Normal Prototypes within a S... | 2025-03-04 | Code |
| 41 | RLR | 98.5 | No | Learning Unified Reference Representation for Un... | 2024-03-18 | Code |
| 42 | CRAS | 98.4 | No | Center-aware Residual Anomaly Synthesis for Mult... | 2025-05-23 | Code |
| 43 | ReContrast | 98.4 | No | - | - | - |
| 44 | PatchCore | 98.4 | No | Towards Total Recall in Industrial Anomaly Detec... | 2021-06-15 | Code |
| 45 | Dinomaly-Base | 98.4 | No | Dinomaly: The Less Is More Philosophy in Multi-C... | 2024-05-23 | Code |
| 46 | Dinomaly ViT-B (model-unified multi-class) | 98.35 | Yes | Dinomaly: The Less Is More Philosophy in Multi-C... | 2024-05-23 | Code |
| 47 | PEFM | 98.3 | No | - | - | Code |
| 48 | OminAL | 98.3 | No | - | - | - |
| 49 | Reverse Distillation ++ | 98.25 | Yes | - | - | Code |
| 50 | PatchCore Large | 98.2 | No | Towards Total Recall in Industrial Anomaly Detec... | 2021-06-15 | Code |
| 51 | RememberingNormality | 98.2 | No | - | - | Code |
| 52 | AnomalyDINO-S (full-shot) | 98.2 | No | AnomalyDINO: Boosting Patch-based Few-shot Anoma... | 2024-05-23 | Code |
| 53 | DMAD | 98.2 | No | Diversity-Measurable Anomaly Detection | 2023-03-09 | Code |
| 54 | CFA | 98.2 | No | CFA: Coupled-hypersphere-based Feature Adaptatio... | 2022-06-09 | Code |
| 55 | THFR | 98.2 | No | - | - | - |
| 56 | FAIR | 98.2 | Yes | FAIR: Frequency-aware Image Restoration for Indu... | 2023-09-13 | Code |
| 57 | TASAD | 98.2 | No | - | - | Code |
| 58 | FYD | 98.2 | No | Focus Your Distribution: Coarse-to-Fine Non-Cont... | 2021-10-09 | - |
| 59 | Semi-orthogonal | 98.2 | No | Semi-orthogonal Embedding for Efficient Unsuperv... | 2021-05-31 | Code |
| 60 | ReConPatch WRN-50 | 98.18 | Yes | ReConPatch : Contrastive Patch Representation Le... | 2023-05-26 | Code |
| 61 | DDAD | 98.1 | Yes | Anomaly Detection with Conditioned Denoising Dif... | 2023-05-25 | Code |
| 62 | SimpleNet | 98.1 | No | SimpleNet: A Simple Network for Image Anomaly De... | 2023-03-27 | Code |
| 63 | MSPBA | 98.1 | No | - | - | - |
| 64 | PNPT | 98.1 | No | Prior Normality Prompt Transformer for Multi-cla... | 2024-06-17 | - |
| 65 | FAPM | 98 | Yes | FAPM: Fast Adaptive Patch Memory for Real-time I... | 2022-11-14 | Code |
| 66 | CRAS | 98 | No | Center-aware Residual Anomaly Synthesis for Mult... | 2025-05-23 | Code |
| 67 | DeSTSeg | 97.9 | Yes | DeSTSeg: Segmentation Guided Denoising Student-T... | 2022-11-21 | Code |
| 68 | HGAD | 97.9 | No | Hierarchical Gaussian Mixture Normalizing Flow M... | 2024-03-20 | Code |
| 69 | IKD | 97.81 | No | - | - | Code |
| 70 | Reverse Distillation | 97.8 | No | Anomaly Detection via Reverse Distillation from ... | 2022-01-26 | Code |
| 71 | SOMAD | 97.8 | No | Anomaly Detection via Self-organizing Map | 2021-07-21 | Code |
| 72 | EdgRec | 97.7 | No | Reconstruction from edge image combined with col... | 2022-10-26 | Code |
| 73 | MambaAD | 97.7 | No | MambaAD: Exploring State Space Models for Multi-... | 2024-04-09 | Code |
| 74 | ProbabilisticPatchCore | 97.6 | No | A Probabilistic Transformation of Distance-Based... | 2023-05-16 | Code |
| 75 | PaDiM-WR50-Rd550 | 97.5 | No | PaDiM: a Patch Distribution Modeling Framework f... | 2020-11-17 | Code |
| 76 | GRAD | 97.3 | No | Generating and Reweighting Dense Contrastive Pat... | 2023-12-26 | - |
| 77 | DRAEM | 97.3 | Yes | DRAEM -- A discriminatively trained reconstructi... | 2021-08-17 | Code |
| 78 | MuSc (zero-shot) | 97.3 | Yes | MuSc: Zero-Shot Industrial Anomaly Classificatio... | 2024-01-30 | Code |
| 79 | PFM | 97.3 | Yes | - | - | Code |
| 80 | HVQ-Trans | 97.3 | No | Hierarchical Vector Quantized Transformer for Mu... | 2023-10-22 | Code |
| 81 | DRAEM+SSPCAB | 97.2 | Yes | Self-Supervised Predictive Convolutional Attenti... | 2021-11-17 | Code |
| 82 | DRAEM+SSMCTB | 97.2 | Yes | Self-Supervised Masked Convolutional Transformer... | 2022-09-25 | Code |
| 83 | MMR | 97.2 | No | Industrial Anomaly Detection with Domain Shift: ... | 2023-04-05 | Code |
| 84 | AnomalyDINO-S (4-shot) | 97.2 | No | AnomalyDINO: Boosting Patch-based Few-shot Anoma... | 2024-05-23 | Code |
| 85 | PyramidFlow (Res18) | 97.1 | No | PyramidFlow: High-Resolution Defect Contrastive ... | 2023-03-05 | - |
| 86 | AnomalyDINO-S (2-shot) | 97 | No | AnomalyDINO: Boosting Patch-based Few-shot Anoma... | 2024-05-23 | Code |
| 87 | AnoSeg | 97 | No | AnoSeg: Anomaly Segmentation Network Using Self-... | 2021-10-07 | - |
| 88 | STPM | 97 | No | Student-Teacher Feature Pyramid Matching for Ano... | 2021-03-07 | Code |
| 89 | GRD-Net
(Partial) | 96.88 | No | - | - | - |
| 90 | GCPF | 96.86 | No | - | - | Code |
| 91 | AnomalyDINO-S (1-shot) | 96.8 | No | AnomalyDINO: Boosting Patch-based Few-shot Anoma... | 2024-05-23 | Code |
| 92 | DiAD | 96.8 | No | DiAD: A Diffusion-based Framework for Multi-clas... | 2023-12-11 | Code |
| 93 | UniAD | 96.8 | No | A Unified Model for Multi-class Anomaly Detection | 2022-06-08 | Code |
| 94 | SCL-VI | 96.76 | No | SCL-VI: Self-supervised Context Learning for Vis... | 2023-11-11 | Code |
| 95 | NSA+SSMCTB | 96.7 | No | Self-Supervised Masked Convolutional Transformer... | 2022-09-25 | Code |
| 96 | RegAD (8 shot) | 96.7 | No | Registration based Few-Shot Anomaly Detection | 2022-07-15 | Code |
| 97 | PaDiM-R18-Rd100 | 96.7 | No | PaDiM: a Patch Distribution Modeling Framework f... | 2020-11-17 | Code |
| 98 | InTra | 96.6 | Yes | Inpainting Transformer for Anomaly Detection | 2021-04-28 | Code |
| 99 | RegAD (16 shot) | 96.6 | No | Registration based Few-Shot Anomaly Detection | 2022-07-15 | Code |
| 100 | SPADE | 96.5 | No | Sub-Image Anomaly Detection with Deep Pyramid Co... | 2020-05-05 | Code |
| 101 | NSA | 96.3 | Yes | Natural Synthetic Anomalies for Self-Supervised ... | 2021-09-30 | Code |
| 102 | ISSTAD | 96.1 | Yes | ISSTAD: Incremental Self-Supervised Learning Bas... | 2023-03-30 | Code |
| 103 | PyramidFlow (FNF) | 96 | No | PyramidFlow: High-Resolution Defect Contrastive ... | 2023-03-05 | - |
| 104 | CutPaste (Patch level detector) | 96 | No | CutPaste: Self-Supervised Learning for Anomaly D... | 2021-04-08 | Code |
| 105 | PEDENet | 95.9 | No | PEDENet: Image Anomaly Localization via Patch Em... | 2021-10-29 | - |
| 106 | RegAD (4 shot) | 95.8 | No | Registration based Few-Shot Anomaly Detection | 2022-07-15 | Code |
| 107 | Patch-SVDD | 95.7 | Yes | Patch SVDD: Patch-level SVDD for Anomaly Detecti... | 2020-06-29 | Code |
| 108 | DFR | 95.5 | No | DFR: Deep Feature Reconstruction for Unsupervise... | 2020-12-13 | Code |
| 109 | FAVAE | 95.3 | No | Anomaly localization by modeling perceptual feat... | 2020-08-12 | Code |
| 110 | AST | 95 | No | Asymmetric Student-Teacher Networks for Industri... | 2022-10-14 | Code |
| 111 | RIAD | 94.2 | No | - | - | Code |
| 112 | FCDD (semi-supervised) | 94 | No | Explainable Deep One-Class Classification | 2020-07-03 | Code |
| 113 | IGD (pre-trained SSL) | 93 | No | Deep One-Class Classification via Interpolated G... | 2021-01-25 | Code |
| 114 | RotNet (MLP Head) | 93 | No | Learning and Evaluating Representations for Deep... | 2020-11-04 | Code |
| 115 | CAVGA-R (weakly-supervised) | 93 | Yes | Attention Guided Anomaly Localization in Images | 2019-11-19 | - |
| 116 | ACR (zero-shot) | 92.5 | No | Zero-Shot Anomaly Detection via Batch Normalizat... | 2023-02-15 | Code |
| 117 | VCP-CLIP | 92 | No | VCP-CLIP: A visual context prompting model for z... | 2024-07-17 | Code |
| 118 | CAVGA-D (weakly-supervised) | 92 | Yes | Attention Guided Anomaly Localization in Images | 2019-11-19 | - |
| 119 | DevNet | 91.8 | Yes | Explainable Deep Few-shot Anomaly Detection with... | 2021-08-01 | Code |
| 120 | AnomalyCLIP | 91.1 | No | AnomalyCLIP: Object-agnostic Prompt Learning for... | 2023-10-29 | Code |
| 121 | IGD (pre-trained ImageNet) | 91 | No | Deep One-Class Classification via Interpolated G... | 2021-01-25 | Code |
| 122 | DisAug CLR | 90.4 | No | Learning and Evaluating Representations for Deep... | 2020-11-04 | Code |
| 123 | VAE-grad | 89.2 | No | Iterative energy-based projection on a normal da... | 2020-02-10 | Code |
| 124 | CAVGA-R (unsupervised) | 89 | No | Attention Guided Anomaly Localization in Images | 2019-11-19 | - |
| 125 | AdaCLIP | 88.7 | No | AdaCLIP: Adapting CLIP with Hybrid Learnable Pro... | 2024-07-22 | Code |
| 126 | CutPaste (Image level detector) | 88.3 | No | CutPaste: Self-Supervised Learning for Anomaly D... | 2021-04-08 | Code |
| 127 | FCDD (unsupervised) | 88 | No | Explainable Deep One-Class Classification | 2020-07-03 | Code |
| 128 | APRIL-GAN（zero-shot） | 87.6 | No | APRIL-GAN: A Zero-/Few-Shot Anomaly Classificati... | 2023-05-27 | Code |
| 129 | CAVGA-D (unsupervised) | 85 | No | Attention Guided Anomaly Localization in Images | 2019-11-19 | - |