A new framework is developed for pain event detection and locating in video. A robust feature-level fusion method is introduced for pain event detection. An effective probabilistic fusion method is proposed for pain event locating. Multiple kernel fusion can enhance the discriminative ability of multiple features. Integrating multiple tasks can reinforce the locating ability of the framework.