diff --git a/tests/CaffeVGG-Armnn/CaffeVGG-Armnn.cpp b/tests/CaffeVGG-Armnn/CaffeVGG-Armnn.cpp
index e7fc55c..b859042 100644
--- a/tests/CaffeVGG-Armnn/CaffeVGG-Armnn.cpp
+++ b/tests/CaffeVGG-Armnn/CaffeVGG-Armnn.cpp
@@ -9,9 +9,23 @@
 int main(int argc, char* argv[])
 {
     armnn::TensorShape inputTensorShape({ 1, 3, 224, 224 });
-    return armnn::test::ClassifierInferenceTestMain<ImageNetDatabase, armnnCaffeParser::ICaffeParser>(
-        argc, argv, "VGG_CNN_S.caffemodel", true,
-        "input", "prob", { 0 },
-        [](const char* dataDir) { return ImageNetDatabase(dataDir, 224, 224); },
-        &inputTensorShape);
+    int retVal = EXIT_FAILURE;
+    try
+    {
+        // Coverity fix: ClassifierInferenceTestMain() may throw uncaught exceptions.
+        retVal = armnn::test::ClassifierInferenceTestMain<ImageNetDatabase, armnnCaffeParser::ICaffeParser>(
+                    argc, argv, "VGG_CNN_S.caffemodel", true,
+                    "input", "prob", { 0 },
+                    [](const char* dataDir) { return ImageNetDatabase(dataDir, 224, 224); },
+                    &inputTensorShape);
+    }
+    catch (const std::exception& e)
+    {
+        // Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an
+        // exception of type std::length_error.
+        // Using stderr instead in this context as there is no point in nesting try-catch blocks here.
+        std::cerr << "WARNING: CaffeVGG-Armnn: An error has occurred when running "
+                     "the classifier inference tests: " << e.what() << std::endl;
+    }
+    return retVal;
 }