# Black-box Adversarial Motion Attack on 100STYLE Source: [Black-box Adversarial Motion Attack on 100STYLE]() Collection index: [llms.txt]() Data updated: 2026-06-12T07:33:50.143Z Evaluation of black-box adversarial motion attacks against the 100STYLE dataset, focusing on attack success rate, image quality metrics (FID, MMD), and physiological realism. 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 | Black-box Adversarial Motion Attack | | Dataset (including any stated split) | 100STYLE | | Metric | Success Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Success Rate](): Higher is better; unit: PERCENT. - [FID](): Lower is better; unit: SCALAR. - [MMD](): Lower is better; unit: SCALAR. - [Physiological Naturalness Score](): Higher is better; unit: SCALAR. - [Bone Variation Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | Success Rate | Result date | Report paper | | --- | --- | --- | --- | | Quality-Preserving Adversarial Attack | 100 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | Quality-Preserving Adversarial Attack | 99.64 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | Quality-Preserving Adversarial Attack | 97.49 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | Quality-Preserving Adversarial Attack | 96.42 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | Quality-Preserving Adversarial Attack | 93.9 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MIG | 70.97 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MIG | 67.38 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MIG | 65.95 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MIG | 64.88 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MIG | 55.2 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | TASAR | 51.97 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MI-FGSM | 51.61 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | I-FGSM | 49.46 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | SMART | 49.46 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | TASAR | 48.75 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | TASAR | 45.7 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MI-FGSM | 45.52 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MI-FGSM | 44.71 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | SMART | 43.37 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MI-FGSM | 42.65 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | TASAR | 42.3 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | SMART | 41.76 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | I-FGSM | 41.67 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | I-FGSM | 41.22 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | TASAR | 39.78 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | I-FGSM | 39.78 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | MI-FGSM | 39.07 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | SMART | 39.07 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | I-FGSM | 36.2 | Not recorded | 6a2b92bed33dfb23e783b1c9 | | SMART | 35.13 | Not recorded | 6a2b92bed33dfb23e783b1c9 | ### Quality-Preserving Adversarial Attack Success Rate: 100. Result ID: 6a2bb653fbc373592c29c69f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"FR-Head"}. This record does not assert independent reproduction. ### Quality-Preserving Adversarial Attack Success Rate: 99.64. Result ID: 6a2bb653fbc373592c29c699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Skateformer"}. This record does not assert independent reproduction. ### Quality-Preserving Adversarial Attack Success Rate: 97.49. Result ID: 6a2bb653fbc373592c29c6a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Average"}. This record does not assert independent reproduction. ### Quality-Preserving Adversarial Attack Success Rate: 96.42. Result ID: 6a2bb653fbc373592c29c68d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Style"}. This record does not assert independent reproduction. ### Quality-Preserving Adversarial Attack Success Rate: 93.9. Result ID: 6a2bb653fbc373592c29c693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"STTFormer"}. This record does not assert independent reproduction. ### MIG Success Rate: 70.97. Result ID: 6a2bb653fbc373592c29c69c. [Reporting paper]() Recorded evaluation configuration: {"Victim":"FR-Head"}. This record does not assert independent reproduction. ### MIG Success Rate: 67.38. Result ID: 6a2bb653fbc373592c29c68a. [Reporting paper]() Recorded evaluation configuration: {"Victim":"Style"}. This record does not assert independent reproduction. ### MIG Success Rate: 65.95. Result ID: 6a2bb653fbc373592c29c690. [Reporting paper]() Recorded evaluation configuration: {"Victim":"STTFormer"}. This record does not assert independent reproduction. ### MIG Success Rate: 64.88. Result ID: 6a2bb653fbc373592c29c6a2. [Reporting paper]() Recorded evaluation configuration: {"Victim":"Average"}. This record does not assert independent reproduction. ### MIG Success Rate: 55.2. Result ID: 6a2bb653fbc373592c29c696. [Reporting paper]() Recorded evaluation configuration: {"Victim":"Skateformer"}. This record does not assert independent reproduction. ### TASAR Success Rate: 51.97. Result ID: 6a2bb653fbc373592c29c68c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Style"}. This record does not assert independent reproduction. ### MI-FGSM Success Rate: 51.61. Result ID: 6a2bb653fbc373592c29c689. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Style"}. This record does not assert independent reproduction. ### I-FGSM Success Rate: 49.46. Result ID: 6a2bb653fbc373592c29c688. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Style"}. This record does not assert independent reproduction. ### SMART Success Rate: 49.46. Result ID: 6a2bb653fbc373592c29c68b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Style"}. This record does not assert independent reproduction. ### TASAR Success Rate: 48.75. Result ID: 6a2bb653fbc373592c29c69e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"FR-Head"}. This record does not assert independent reproduction. ### TASAR Success Rate: 45.7. Result ID: 6a2bb653fbc373592c29c6a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Average"}. This record does not assert independent reproduction. ### MI-FGSM Success Rate: 45.52. Result ID: 6a2bb653fbc373592c29c69b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"FR-Head"}. This record does not assert independent reproduction. ### MI-FGSM Success Rate: 44.71. Result ID: 6a2bb653fbc373592c29c6a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Average"}. This record does not assert independent reproduction. ### SMART Success Rate: 43.37. Result ID: 6a2bb653fbc373592c29c69d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"FR-Head"}. This record does not assert independent reproduction. ### MI-FGSM Success Rate: 42.65. Result ID: 6a2bb653fbc373592c29c695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Skateformer"}. This record does not assert independent reproduction. ### TASAR Success Rate: 42.3. Result ID: 6a2bb653fbc373592c29c698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Skateformer"}. This record does not assert independent reproduction. ### SMART Success Rate: 41.76. Result ID: 6a2bb653fbc373592c29c6a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Average"}. This record does not assert independent reproduction. ### I-FGSM Success Rate: 41.67. Result ID: 6a2bb653fbc373592c29c6a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Average"}. This record does not assert independent reproduction. ### I-FGSM Success Rate: 41.22. Result ID: 6a2bb653fbc373592c29c694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Skateformer"}. This record does not assert independent reproduction. ### TASAR Success Rate: 39.78. Result ID: 6a2bb653fbc373592c29c692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"STTFormer"}. This record does not assert independent reproduction. ### I-FGSM Success Rate: 39.78. Result ID: 6a2bb653fbc373592c29c69a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"FR-Head"}. This record does not assert independent reproduction. ### MI-FGSM Success Rate: 39.07. Result ID: 6a2bb653fbc373592c29c68f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"STTFormer"}. This record does not assert independent reproduction. ### SMART Success Rate: 39.07. Result ID: 6a2bb653fbc373592c29c697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"Skateformer"}. This record does not assert independent reproduction. ### I-FGSM Success Rate: 36.2. Result ID: 6a2bb653fbc373592c29c68e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"STTFormer"}. This record does not assert independent reproduction. ### SMART Success Rate: 35.13. Result ID: 6a2bb653fbc373592c29c691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Victim":"STTFormer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.