diff --git a/src/qonnx/transformation/extract_conv_bias.py b/src/qonnx/transformation/extract_conv_bias.py
index bf2cf8b4..0bac74dd 100644
--- a/src/qonnx/transformation/extract_conv_bias.py
+++ b/src/qonnx/transformation/extract_conv_bias.py
@@ -33,14 +33,10 @@
 
 
 class ExtractBiasFromConv(Transformation):
-    """
-    Extracts the (optional) Bias from a Conv(Transpose) node and inserts it behind the
-    Conv(Transpose) node as an Add node.
-    """
-
     def apply(self, model):
         graph = model.graph
         node_ind = 0
+        nodes_to_remove = []
         for n in graph.node:
             node_ind += 1
             if n.op_type in ["Conv", "ConvTranspose"]:
@@ -49,9 +45,16 @@ def apply(self, model):
                     # Extract bias
                     bias = model.get_initializer(n.input[2])
                     if bias is None:
-                        warnings.warn(f"Could not extract bias from node {n}")
-                        continue
+                        producer = model.find_producer(n.input[2])
+                        bias = model.get_initializer(producer.input[0])
+                        if bias is None:
+                            warnings.warn(f"Could not extract bias from node")
+                            continue
 
+                    if producer is not None:
+                        # Mark the producer node for removal
+                        nodes_to_remove.append(producer)
+                    
                     # Insert bias as Add node behind the Conv node
                     out_shape = model.get_tensor_shape(n.output[0])
                     # Reshape bias tensor
@@ -80,6 +83,9 @@ def apply(self, model):
                     # Repoint Conv output and remove bias tensor
                     n.output[0] = act_add_tensor.name
                     n.input.remove(n.input[2])
+                    
+                    for node_to_remove in nodes_to_remove:
+                        graph.node.remove(node_to_remove)
 
                     return model, True