# Defect Localization on VisA (Accuracy %) Source: [Defect Localization on VisA (Accuracy %)]() Collection index: [llms.txt]() Data updated: 2026-04-23T08:21:09.735Z Evaluation of defect localization performance on the VisA dataset, specifically reporting results using Accuracy (%). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Defect Localization | | Dataset (including any stated split) | VisA | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | UniAD | 99.3 | Not recorded | 69e85baf7d0172140ec81004 | | BGAD | 99 | Not recorded | 69e85baf7d0172140ec81004 | | RD4AD | 98.9 | Not recorded | 69e85baf7d0172140ec81004 | | DRAEM | 98.9 | Not recorded | 69e85baf7d0172140ec81004 | | CDO | 98.7 | Not recorded | 69e85baf7d0172140ec81004 | | RD++ | 98.4 | Not recorded | 69e85baf7d0172140ec81004 | | FPFNet | 98.1 | Not recorded | 69e85baf7d0172140ec81004 | | DeSTSeg | 95.9 | Not recorded | 69e85baf7d0172140ec81004 | | ReContrast | 94.7 | Not recorded | 69e85baf7d0172140ec81004 | | DSR | 72.6 | Not recorded | 69e85baf7d0172140ec81004 | | Qwen2-VL | 63.41 | Not recorded | 68fa76b41e209131cea6e906 | | Qwen2-VL (+Echo) | 63.41 | Not recorded | 68fa76b41e209131cea6e906 | | LLaVA-One Vision | 60.4 | Not recorded | 68fa76b41e209131cea6e906 | | LLaVA-NeXT | 58.9 | Not recorded | 68fa76b41e209131cea6e906 | | Qwen2-VL | 58.15 | Not recorded | 68fa76b41e209131cea6e906 | | MiniCPM-V2.6 | 57.73 | Not recorded | 68fa76b41e209131cea6e906 | | InternVL2 | 55.81 | Not recorded | 68fa76b41e209131cea6e906 | | InternVL2 | 53.71 | Not recorded | 68fa76b41e209131cea6e906 | | Random Chance | 25 | Not recorded | 68fa76b41e209131cea6e906 | ### UniAD Accuracy: 99.3. Result ID: 69e9d66e47f34ce924d0eb7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BGAD Accuracy: 99. Result ID: 69e9d66e47f34ce924d0eb78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RD4AD Accuracy: 98.9. Result ID: 69e9d66e47f34ce924d0eb79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRAEM Accuracy: 98.9. Result ID: 69e9d66e47f34ce924d0eb74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDO Accuracy: 98.7. Result ID: 69e9d66e47f34ce924d0eb7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RD++ Accuracy: 98.4. Result ID: 69e9d66e47f34ce924d0eb77. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FPFNet Accuracy: 98.1. Result ID: 69e9d66e47f34ce924d0eb7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeSTSeg Accuracy: 95.9. Result ID: 69e9d66e47f34ce924d0eb75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReContrast Accuracy: 94.7. Result ID: 69e9d66e47f34ce924d0eb76. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSR Accuracy: 72.6. Result ID: 69e9d66e47f34ce924d0eb73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL Accuracy: 63.41. Result ID: 69944ad93a6c3148491c4e68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"7B"}. This record does not assert independent reproduction. ### Qwen2-VL (+Echo) Accuracy: 63.41. Result ID: 69944ad93a6c3148491c4e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"7B"}. This record does not assert independent reproduction. ### LLaVA-One Vision Accuracy: 60.4. Result ID: 69944ad93a6c3148491c4e66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"7B"}. This record does not assert independent reproduction. ### LLaVA-NeXT Accuracy: 58.9. Result ID: 69944ad93a6c3148491c4e65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"7B"}. This record does not assert independent reproduction. ### Qwen2-VL Accuracy: 58.15. Result ID: 69944ad93a6c3148491c4e67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"2B"}. This record does not assert independent reproduction. ### MiniCPM-V2.6 Accuracy: 57.73. Result ID: 69944ad93a6c3148491c4e64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"8B"}. This record does not assert independent reproduction. ### InternVL2 Accuracy: 55.81. Result ID: 69944ad93a6c3148491c4e63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"8B"}. This record does not assert independent reproduction. ### InternVL2 Accuracy: 53.71. Result ID: 69944ad93a6c3148491c4e62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"4B"}. This record does not assert independent reproduction. ### Random Chance Accuracy: 25. Result ID: 69944ad93a6c3148491c4e61. [Reporting paper]() Recorded evaluation configuration: {"Scale":null}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.