An image sensor integrated with a convolutional neural network computation circuit is provided. The image sensor includes: a pixel array including multiple pixels divided into multiple pixel groups, each pixel converting a light signal into a first pulse width modulation (PWM) signal; a convolution computation circuit controlling a turn-on time of a corresponding weighted current according to the first PWM signal of each pixel in each pixel group, and accumulating the weighted currents of the pixels into an integrated current; a comparison circuit converting the integrated current into a second PWM signal and comparing with that of an adjacent pixel group to output the second PWM signal with a larger value; and a classification circuit quantizing the second PWM signal to a quantization value according to a weight of a node in a fully-connected layer corresponding to each pixel group, accumulating the quantization values of all of the pixel groups to a feature value, and comparing the feature value with a feature threshold to obtain a classification result. |