#### Hinge / Margin
-`HINGE_LOSS`
+* LayerType: `HINGE_LOSS`
+* CPU implementation: `./src/caffe/layers/hinge_loss_layer.cpp`
+* CUDA GPU implementation: `NOT_AVAILABLE`
+* Options (`HingeLossParameter hinge_loss_param`)
+ - Optional (default L1): `norm`, the norm used. Currently L1, L2
+* Inputs
+ - `n * c * h * w` Predictions
+ - `n * 1 * 1 * 1` Labels
+* Output
+ - `1 * 1 * 1 * 1` Computed Loss
+* Samples
+
+ # L1 Norm
+ layers {
+ name: "loss"
+ type: HINGE_LOSS
+ bottom: "pred"
+ bottom: "label"
+ }
+
+ # L2 Norm
+ layers {
+ name: "loss"
+ type: HINGE_LOSS
+ bottom: "pred"
+ bottom: "label"
+ top: "loss"
+ hinge_loss_param {
+ norm: L2
+ }
+ }
#### Sigmoid Cross-Entropy