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Difference doesn't look so small ... anyway you could check image similarity with PSNR and SSIM (start from here), or Template Matching.
In case you have to solve object occlusion, object scale, position, rotation you could try Kalman Filter or model based approaches like cascade classifier or Support Vector Machine...
