Аннотация:We have developed a new method of an automatic search for star clusters in huge stellar catalogues based on the convolution with density functions and applied this method to 2MASS catalogue. We also developed a method to verify whether detected stellar groups are real star clusters, which employs the fact that the members of clusters lying on the same isochrone on the colour-magnitude diagram show the peak on the radial density distribution. By fitting the position of the isochrone, we simultaneously find the main physical parameters of a cluster: age, distance, colour excess. At the initial stage, we fulfilled the detailed analysis of all clusters detected in the field of 16 by 16 degrees in the region of the Galactic anticenter. Physical and structural parameters were determined for several dozens of newly discovered clusters and for few yet-unstudied open clusters. The parameters of well-known clusters determined using this method showed a good agreement with published data.