After more searching I settled on a machine applique block that would work with the fabric that I had already bought. Just thought I would share the process.
First I traced all of the flowers and leaves out on fusible web, ironed it onto the fabric and cut them all out. 51 leaves, 51 yellow flowers and 68 orange flowers. I did all the cutting out watching movies with the family.
After ironing on stabilizer, I traced out the stem and the flower placement with a friction pen. Have you seen those? They are really cool, once you iron the fabric, the pen marks disappear.
Be sure to place all of the flowers on the block before you do the ironing. It only took one time of ironing before I placed the flowers to realize that once ironed, all of the placement markings disappeared :)