# Backdoor Detection on MS-COCO v1.4 (val) Source: [Backdoor Detection on MS-COCO v1.4 (val)]() Collection index: [llms.txt]() Data updated: 2026-04-15T08:52:33.771Z Evaluation of Backdoor Detection performance on the validation split of the MS-COCO v1.4 dataset, covering multiple attack vectors (RickBKD, VillanBKD, BadT2I, EvilEdit, IBA). 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 | Backdoor Detection | | Dataset (including any stated split) | MS-COCO v1.4 (val) | | Metric | RickBKD Detection Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [RickBKD Detection Rate](): Higher is better; unit: PERCENT. - [VillanBKD Detection Rate](): Higher is better; unit: PERCENT. - [BadT2I Detection Rate](): Higher is better; unit: PERCENT. - [EvilEdit Detection Rate](): Higher is better; unit: PERCENT. - [IBA Detection Rate](): Higher is better; unit: PERCENT. - [Average Detection Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | RickBKD Detection Rate | Result date | Report paper | | --- | --- | --- | --- | | T2IShieldFTT | 99.9 | Not recorded | 69df1b7a7d0172140ec7b841 | | T2IShieldCDA | 99.9 | Not recorded | 69df1b7a7d0172140ec7b841 | | NaviT2I | 99.9 | Not recorded | 69df1b7a7d0172140ec7b841 | | SET | 99.6 | Not recorded | 69df1b7a7d0172140ec7b841 | | T2IShieldCDA | 98.4 | Not recorded | 69df1b7a7d0172140ec7b841 | | SET | 97.9 | Not recorded | 69df1b7a7d0172140ec7b841 | | DAA-S | 96 | Not recorded | 69df1b7a7d0172140ec7b841 | | DAA-S | 94.3 | Not recorded | 69df1b7a7d0172140ec7b841 | | NaviT2I | 88.2 | Not recorded | 69df1b7a7d0172140ec7b841 | | DAA-I | 87.9 | Not recorded | 69df1b7a7d0172140ec7b841 | | T2IShieldFTT | 85.7 | Not recorded | 69df1b7a7d0172140ec7b841 | | DAA-I | 84 | Not recorded | 69df1b7a7d0172140ec7b841 | | UFID | 50.1 | Not recorded | 69df1b7a7d0172140ec7b841 | | UFID | 37.4 | Not recorded | 69df1b7a7d0172140ec7b841 | ### T2IShieldFTT RickBKD Detection Rate: 99.9. Result ID: 69df50f047f34ce924c82d71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T2IShieldCDA RickBKD Detection Rate: 99.9. Result ID: 69df50f047f34ce924c82d72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NaviT2I RickBKD Detection Rate: 99.9. Result ID: 69df50f047f34ce924c82d75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SET RickBKD Detection Rate: 99.6. Result ID: 69df50f047f34ce924c82d77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T2IShieldCDA RickBKD Detection Rate: 98.4. Result ID: 69df50f047f34ce924c82d79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SET RickBKD Detection Rate: 97.9. Result ID: 69df50f047f34ce924c82d7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAA-S RickBKD Detection Rate: 96. Result ID: 69df50f047f34ce924c82d74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAA-S RickBKD Detection Rate: 94.3. Result ID: 69df50f047f34ce924c82d7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NaviT2I RickBKD Detection Rate: 88.2. Result ID: 69df50f047f34ce924c82d7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAA-I RickBKD Detection Rate: 87.9. Result ID: 69df50f047f34ce924c82d7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T2IShieldFTT RickBKD Detection Rate: 85.7. Result ID: 69df50f047f34ce924c82d78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAA-I RickBKD Detection Rate: 84. Result ID: 69df50f047f34ce924c82d73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UFID RickBKD Detection Rate: 50.1. Result ID: 69df50f047f34ce924c82d7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UFID RickBKD Detection Rate: 37.4. Result ID: 69df50f047f34ce924c82d76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.