Place thinly sliced red onion in a medium bowl; cover with ice water, and soak 15 minutes. Drain well.
Carefully remove rind and white pithy part of rind from oranges; discard rind and pith. Cut each orange in half vertically; remove white pithy core portion, and discard.
Cut oranges crosswise into 1/4-inch-thick slices, reserving about 1/3 cup juice for dressing.
Layer red onion, thinly sliced fennel, and orange evenly in a bowl or on a platter, and sprinkle with fresh mint leaves.
Combine reserved juice, plain fat-free yogurt, J. Olive Co. Blood Orange olive oil, and remaining ingredients in a small bowl, and stir with a whisk to combine.