# Robustness Verification on 7-class underwater plankton dataset (SilCam) Source: [Robustness Verification on 7-class underwater plankton dataset (SilCam)]() Collection index: [llms.txt]() Data updated: 2026-07-07T10:32:11.056Z Evaluation of model robustness verification performance on the 7-class underwater plankton dataset (SilCam), reporting verification verdicts and processing 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) | | Metric | Processing Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 8 of 8 | | 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 - [Processing Time (s)](): Lower is better; unit: TIME. - [Verification Verdict](): Higher is better; unit: SCALAR. ## Recorded results | Method | Processing 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 | 101.4 | 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 | 113.1 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based Classifier | 119.2 | Not recorded | 6a4c881f85dba69fef8b28f4 | | Neural ODE-based Classifier | 7200 | Not recorded | 6a4c881f85dba69fef8b28f4 | ### Neural ODE-based Classifier Processing Time (s): 0. Result ID: 6a4cd59660b88bb339caa25d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"192 / 192","Noise (L∞)":"5/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. ### Neural ODE-based Classifier Processing Time (s): 0. Result ID: 6a4cd59660b88bb339caa25e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"192 / 192","Noise (L∞)":"10/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. ### Neural ODE-based Classifier Processing Time (s): 101.4. Result ID: 6a4cd59660b88bb339caa25a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"1 / 192","Noise (L∞)":"0.5/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. ### Neural ODE-based Classifier Processing Time (s): 105.2. Result ID: 6a4cd59660b88bb339caa25b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"10 / 192","Noise (L∞)":"0.1/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. ### Neural ODE-based Classifier Processing Time (s): 105.2. Result ID: 6a4cd59660b88bb339caa260. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"192 / 192","Noise (L∞)":"0.05/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. ### Neural ODE-based Classifier Processing Time (s): 113.1. Result ID: 6a4cd59660b88bb339caa25c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"192 / 192","Noise (L∞)":"0.01/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. ### Neural ODE-based Classifier Processing Time (s): 119.2. Result ID: 6a4cd59660b88bb339caa259. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"1 / 192","Noise (L∞)":"0.1/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. ### Neural ODE-based Classifier Processing Time (s): 7200. Result ID: 6a4cd59660b88bb339caa25f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pixels Attacked":"192 / 192","Noise (L∞)":"1/255","Activation Function":"Tanh"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.