23. A non-transitory computer-readable storage medium comprising instructions stored thereon for rendering anomaly events based on multi-modal data that, when executed on a processor, perform the steps of: collecting from a plurality of sources of multi-modal data within an environment static and/or dynamic multimodal data wherein each of the plurality of sources is associated with a distinct sensor modality having distinct data modalities; detecting independently from the collected static and/or dynamic multimodal data and based on background and historical data, one or more anomalies; associating each of the one or more detected anomalies with a data modality temporal identifier and a data modality spatial identifier; identifying from the one or more detected anomalies, one or more anomaly events based on a correlation between the data modality temporal identifiers and the data modality spatial identifiers; combining identified anomaly events to form a coherent common event representation that is cross-correlated based on a predetermined modality temporal window and a predetermined spatial window; and rendering on a graphical display the coherent common event representation of identified anomaly events and the environment in which they occur from a plurality of perspectives.
23. A non-transitory computer-readable storage medium comprising instructions stored thereon for rendering anomaly events based on multi-modal data that, when executed on a processor, perform the steps of: collecting from a plurality of sources of multi-modal data within an environment static and/or dynamic multimodal data wherein each of the plurality of sources is associated with a distinct sensor modality having distinct data modalities; detecting independently from the collected static and/or dynamic multimodal data and based on background and historical data, one or more anomalies; associating each of the one or more detected anomalies with a data modality temporal identifier and a data modality spatial identifier; identifying from the one or more detected anomalies, one or more anomaly events based on a correlation between the data modality temporal identifiers and the data modality spatial identifiers; combining identified anomaly events to form a coherent common event representation that is cross-correlated based on a predetermined modality temporal window and a predetermined spatial window; and rendering on a graphical display the coherent common event representation of identified anomaly events and the environment in which they occur from a plurality of perspectives. 26. The non-transitory computer-readable storage medium of claim 23 , further comprising instructions for clustering the detected one or more anomalies based on common spatially salient features.