The invention discloses a random denoising statistical method and system based on cumulative semaphore, and the method comprises the steps: carrying out the quick traversal of a statistical time period historical sample set, and summarizing sample features; in combination with the sample features, processing noise data, and synchronously updating the historical sample set and the sample features; according to the updated sample features, summarizing accumulation results from the updated historical sample set; and according to the sample features, the updated historical sample set, the sample features and the summarized accumulation result, designing an accumulation signal measurement point statistical algorithm device, performing traversing to generate the sample features, processing the noise data according to the noise type, updating the sample features and the historical sample set, and performing re-summarizing to generate a correct accumulation result. According to the user request parameter, the noise data is automatically identified, the noise data is processed according to the noise type, the correct accumulation result is summarized and counted, the human intervention cost is reduced, and the statistical efficiency and accuracy are improved.