# Robustness Verification on 7-class underwater plankton dataset (SilCam) (test) Source: [Robustness Verification on 7-class underwater plankton dataset (SilCam) (test)]() Collection index: [llms.txt]() Data updated: 2026-07-07T10:32:11.076Z Evaluation of Robustness Verification performance on the test split of the 7-class underwater plankton dataset (SilCam), reporting verification verdicts and computation time. 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 | Robustness Verification | | Dataset (including any stated split) | 7-class underwater plankton dataset (SilCam) (test) | | Metric | Computation Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Computation Time (s)](): Lower is better; unit: TIME. - [Verification Verdict](): Higher is better; unit: SCALAR. ## Recorded results | Method | Computation Time (s) | Result date | Report paper | | --- | --- | --- | --- | | Neural ODE-based classifier | 0 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 0 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 0 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 0 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 101.4 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 104.2 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 104.8 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 105.2 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 105.2 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 108.9 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 113.1 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 119.2 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 128.1 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 7200 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 7200 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based classifier | 7200 | Not recorded | 6a4c881f85dba69fef8b28f4 | ### Neural ODE-based classifier Computation Time (s): 0. Result ID: 6a4cd59660b88bb339caa265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"192 / 192","Noise (L∞)":"5/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 0. Result ID: 6a4cd59660b88bb339caa266. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"192 / 192","Noise (L∞)":"10/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 0. Result ID: 6a4cd59660b88bb339caa26d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"192 / 192","Noise (L∞)":"5/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 0. Result ID: 6a4cd59660b88bb339caa26e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"192 / 192","Noise (L∞)":"10/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 101.4. Result ID: 6a4cd59660b88bb339caa26a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"1 / 192","Noise (L∞)":"0.5/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 104.2. Result ID: 6a4cd59660b88bb339caa262. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"1 / 192","Noise (L∞)":"0.5/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 104.8. Result ID: 6a4cd59660b88bb339caa263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"10 / 192","Noise (L∞)":"0.1/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 105.2. Result ID: 6a4cd59660b88bb339caa26b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"10 / 192","Noise (L∞)":"0.1/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 105.2. Result ID: 6a4cd59660b88bb339caa270. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"192 / 192","Noise (L∞)":"0.05/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 108.9. Result ID: 6a4cd59660b88bb339caa264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"192 / 192","Noise (L∞)":"0.01/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 113.1. Result ID: 6a4cd59660b88bb339caa26c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"192 / 192","Noise (L∞)":"0.01/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 119.2. Result ID: 6a4cd59660b88bb339caa269. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"1 / 192","Noise (L∞)":"0.1/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 128.1. Result ID: 6a4cd59660b88bb339caa261. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"1 / 192","Noise (L∞)":"0.1/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 7200. Result ID: 6a4cd59660b88bb339caa267. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"192 / 192","Noise (L∞)":"1/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 7200. Result ID: 6a4cd59660b88bb339caa268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"ReLU","Pixels Attacked":"192 / 192","Noise (L∞)":"0.05/255"}. This record does not assert independent reproduction. ### Neural ODE-based classifier Computation Time (s): 7200. Result ID: 6a4cd59660b88bb339caa26f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Activation Function":"Tanh","Pixels Attacked":"192 / 192","Noise (L∞)":"1/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.