Merge pull request #3 from torrvision/master

Update TVG_CRFRNN_traintest_example.prototxt

caffe-crfrnn/examples/semanticsegmentation_crfrnn/TVG_CRFRNN_traintest_example.prototxt

@@ -124,7 +124,8 @@ layers { bottom: 'fc7' top: 'fc7' name: 'drop7' type: DROPOUT
 layers { name: 'score-fr' type: CONVOLUTION bottom: 'fc7' top: 'score'
   blobs_lr: 1 blobs_lr: 2 weight_decay: 1 weight_decay: 0
   convolution_param { engine: CAFFE num_output: 21 kernel_size: 1 } }
-
+
+#warning: if you change the num_output in deconvolution, please make sure you initialize the caffemodel weights for this properly!
 layers { type: DECONVOLUTION name: 'score2' bottom: 'score' top: 'score2'
   blobs_lr: 1 blobs_lr: 2 weight_decay: 1 weight_decay: 0
   convolution_param { kernel_size: 4 stride: 2 num_output: 21 } }
@@ -140,6 +141,7 @@ layers { type: ELTWISE name: 'fuse' bottom: 'score2' bottom: 'score-pool4c'
   top: 'score-fused'
   eltwise_param { operation: SUM } }
 
+#warning: if you change the num_output in deconvolution, please make sure you initialize the caffemodel weights for this properly!
 layers { type: DECONVOLUTION name: 'score4' bottom: 'score-fused'
   top: 'score4'
   blobs_lr: 1 weight_decay: 1
@@ -155,7 +157,8 @@ layers { type: CROP name: 'crop' bottom: 'score-pool3' bottom: 'score4'
 layers { type: ELTWISE name: 'fuse' bottom: 'score4' bottom: 'score-pool3c'
   top: 'score-final'
   eltwise_param { operation: SUM } }
-
+
+#warning: if you change the num_output in deconvolution, please make sure you initialize the caffemodel weights for this properly!
 layers { type: DECONVOLUTION name: 'upsample'
   bottom: 'score-final' top: 'bigscore'
   blobs_lr: 0