Joseph Redmon
2015-09-09 393dc8eb6f3a9dd92ec665200444186c1addc5d2
src/detection_layer.c
@@ -85,11 +85,12 @@
        int size = get_detection_layer_output_size(l) * l.batch;
        memset(l.delta, 0, size * sizeof(float));
        for (i = 0; i < l.batch*locations; ++i) {
            int classes = l.objectness+l.classes;
            int classes = (l.objectness || l.background)+l.classes;
            int offset = i*(classes+l.coords);
            for (j = offset; j < offset+classes; ++j) {
                *(l.cost) += pow(state.truth[j] - l.output[j], 2);
                l.delta[j] =  state.truth[j] - l.output[j];
                if(l.background && j == offset) l.delta[j] *= .1;
            }
            box truth;
@@ -115,12 +116,18 @@
            l.delta[j+2] = 4 * (state.truth[j+2] - l.output[j+2]);
            l.delta[j+3] = 4 * (state.truth[j+3] - l.output[j+3]);
            if(l.rescore){
                if(l.objectness){
                    state.truth[offset] = iou;
                    l.delta[offset] = state.truth[offset] - l.output[offset];
                }
                else{
                for (j = offset; j < offset+classes; ++j) {
                    if(state.truth[j]) state.truth[j] = iou;
                    l.delta[j] =  state.truth[j] - l.output[j];
                }
            }
        }
        }
        printf("Avg IOU: %f\n", avg_iou/count);
    }
}