I want to see the specs of the particular memory card (or serial number) I used on a particular image. Is this possible?
No, It's not possible. Because in the current design image doesn't includes the memory card information like seriel numbers. Because it'll not effect to image quality.
For more details about EXIF, please refer below link:-