从php mysql获取数组结果中过滤掉特定行

I have an sql table as below

+---+-------+-----+   
|Sl | Name  |Value|   
+---+-------+-----+   
| 1 | Name1 | 1   | 
| 2 | Name2 | 2   |
| 3 | Name3 | 2   |  
| 4 | Name4 | 3   |
| 5 | Name5 | 4   |
+---+-------+-----+   

I have a php query $query3 = "select * from table";

The query returns all rows and my required columns. But I want to exclude rows which has value 2 in the column "Value", like this;

+---+-------+-----+   
|Sl | Name  |Value|   
+---+-------+-----+   
| 1 | Name1 | 1   |  
| 4 | Name4 | 3   |
| 5 | Name5 | 4   |
+---+-------+-----+ 

SELECT `Sl`, `Name`, `Value` from `table` WHERE `Value` != 2