Answer to my own Question: [:)]
1. i2cdetect -l : To enlist the existing i2c adapter
2. echo Y | i2cdump $i 0x50 : Where i is the device id of each /dev/i2c-*
3. The above command will print the Raw-EDID for the given I2C-Adapter.
4. Now custom C ( or any ) programming language can be used to parse the information to give the neat description of the underlying device.
[ Though I used the i2c-tools, still It will be far better to use the low-level assembly programming to read the EEPROM values. ]