diff --git a/inference/usage_tracking/utils.py b/inference/usage_tracking/utils.py
index 1df3443168..12fdf58ccc 100644
--- a/inference/usage_tracking/utils.py
+++ b/inference/usage_tracking/utils.py
@@ -19,27 +19,30 @@ def collect_func_params(
     func: Callable[[Any], Any], args: Iterable[Any], kwargs: Dict[Any, Any]
 ) -> Dict[str, Any]:
     signature = get_signature(func)
-
-    params = {}
-    if args:
-        for param, arg_value in zip(signature.parameters.keys(), args):
-            params[param] = arg_value
-    if kwargs:
-        params = {**params, **kwargs}
-    defaults = set(signature.parameters.keys()).difference(set(params.keys()))
-    for default_arg in defaults:
-        default = signature.parameters[default_arg].default
-        if default is inspect.Parameter.empty:
-            continue
-        params[default_arg] = default
-
-    signature_params = set(signature.parameters)
-    if set(params) != signature_params:
-        if "kwargs" in signature_params:
+    parameters = signature.parameters
+
+    # Initialize params with positional arguments
+    params = {param: arg_value for param, arg_value in zip(parameters.keys(), args)}
+
+    # Update params with keyword arguments
+    params.update(kwargs)
+
+    # Set default values for missing arguments
+    defaults = {
+        param: param_obj.default
+        for param, param_obj in parameters.items()
+        if param not in params and param_obj.default is not inspect.Parameter.empty
+    }
+    params.update(defaults)
+
+    # Verify against function signature parameters
+    signature_keys = set(parameters.keys())
+    if params.keys() != signature_keys:
+        if "kwargs" in signature_keys:
             params["kwargs"] = kwargs
-        if "args" in signature_params:
+        if "args" in signature_keys:
             params["args"] = args
-        if not set(params).issuperset(signature_params):
+        if not set(params).issuperset(signature_keys):
             logger.error("Params mismatch for %s.%s", func.__module__, func.__name__)
 
     return params