A Cable−Driven Continuum Robot (CDCR) that consists of a set of identical Cable−Driven Continuum Joint Modules (CDCJMs) is proposed in this paper. The CDCJMs merely produce 2−DOF bending motions by controlling driving cable lengths. In each CDCJM, a pattern−based flexible backbone is employed as a passive compliant joint to generate 2−DOF bending deflections, which can be characterized by two joint variables, i.e., the bending direction angle and the bending angle. However, as the bending deflection is determined by not only the lengths of the driving cables but also the gravity and payload, it will be inaccurate to compute the two joint variables with its kinematic model. In this work, two stretchable capacitive sensors are employed to measure the bending shape of the flexible backbone so as to accurately determine the two joint variables. Compared with FBG−based and vision−based shape−sensing methods, the proposed method with stretchable capacitive sensors has the advantages of high sensitivity to the bending deflection of the backbone, ease of implementation, and cost effectiveness. The initial location of a stretchable sensor is generally defined by its two endpoint positions on the surface of the backbone without bending. A generic shape−sensing model, i.e., the relationship between the sensor reading and the two joint variables, is formulated based on the 2−DOF bending deflection of the backbone. To further improve the accuracy of the shape−sensing model, a calibration method is proposed to compensate for the location errors of stretchable sensors. Based on the calibrated shape−sensing model, a sliding−mode−based closed−loop control method is implemented for the CDCR. In order to verify the effectiveness of the proposed closed−loop control method, the trajectory tracking accuracy experiments of the CDCR are conducted based on a circle trajectory, in which the radius of the circle is 55mm. The average tracking errors of the CDCR measured by the Qualisys motion capture system under the open−loop and the closed−loop control are 49.23 and 8.40mm, respectively, which is reduced by 82.94%.