diff --git a/CMakeLists.txt b/CMakeLists.txt
index 83e8af1e4..67b879a53 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -24,6 +24,7 @@ set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin)
 # options
 option(MMDEPLOY_SHARED_LIBS "build shared libs" OFF)
 option(MMDEPLOY_BUILD_SDK "build MMDeploy SDK" OFF)
+option(MMDEPLOY_DYNAMIC_BACKEND "dynamic load backend" OFF)
 option(MMDEPLOY_BUILD_SDK_MONOLITHIC "build single lib for SDK API" ON)
 option(MMDEPLOY_BUILD_TEST "build unittests" OFF)
 option(MMDEPLOY_BUILD_SDK_PYTHON_API "build SDK Python API" OFF)
@@ -39,6 +40,10 @@ set(MMDEPLOY_TARGET_DEVICES "cpu" CACHE STRING "target devices to support")
 set(MMDEPLOY_TARGET_BACKENDS "" CACHE STRING "target inference engines to support")
 set(MMDEPLOY_CODEBASES "all" CACHE STRING "select OpenMMLab codebases")
 
+if ((NOT MMDEPLOY_BUILD_SDK_MONOLITHIC) AND MMDEPLOY_DYNAMIC_BACKEND)
+    set(MMDEPLOY_DYNAMIC_BACKEND OFF)
+endif ()
+
 if (NOT CMAKE_BUILD_TYPE)
     set(CMAKE_BUILD_TYPE Release CACHE STRING "choose 'Release' as default build type" FORCE)
 endif ()
diff --git a/cmake/MMDeploy.cmake b/cmake/MMDeploy.cmake
index bd982e183..e9219840b 100644
--- a/cmake/MMDeploy.cmake
+++ b/cmake/MMDeploy.cmake
@@ -12,6 +12,15 @@ function (mmdeploy_export NAME)
             RUNTIME DESTINATION bin)
 endfunction ()
 
+macro(mmdeploy_add_net NAME)
+    if (MMDEPLOY_DYNAMIC_BACKEND)
+        mmdeploy_add_library(${NAME} SHARED ${ARGN})
+        target_link_libraries(${PROJECT_NAME} PRIVATE mmdeploy)
+        set(BACKEND_LIB_NAMES ${BACKEND_LIB_NAMES} ${PROJECT_NAME} PARENT_SCOPE)
+    else ()
+        mmdeploy_add_module(${NAME} ${ARGN})
+    endif ()
+endmacro()
 
 function (mmdeploy_add_library NAME)
     # EXCLUDE: exclude from registering & exporting
diff --git a/cmake/loader.cpp.in b/cmake/loader.cpp.in
index 6627d6e2e..57396b196 100644
--- a/cmake/loader.cpp.in
+++ b/cmake/loader.cpp.in
@@ -1,15 +1,37 @@
 // Copyright (c) OpenMMLab. All rights reserved.
 
-#include <Windows.h>
-
+#include <string>
 #include <cstdio>
 
+#ifdef _WIN32
+#include <Windows.h>
+#else
+#include <dlfcn.h>
+#endif
+
+#ifdef _WIN32
+#define LIBPREFIX ""
+#define LIBSUFFIX ".dll"
+#elif defined(__APPLE__)
+#define LIBPREFIX "lib"
+#define LIBSUFFIX ".dylib"
+#else
+#define LIBPREFIX "lib"
+#define LIBSUFFIX ".so"
+#endif
+
 namespace mmdeploy {
 namespace {
 
 void* mmdeploy_load_library(const char* name) {
   fprintf(stderr, "loading %s ...\n", name);
-  auto handle = LoadLibraryA(name);
+
+#ifdef _WIN32
+  auto handle = LoadLibraryExA(name, NULL, LOAD_WITH_ALTERED_SEARCH_PATH);
+#else
+  auto handle = dlopen(name, RTLD_NOW | RTLD_GLOBAL);
+#endif
+
   if (!handle) {
     fprintf(stderr, "failed to load library %s\n", name);
     return nullptr;
@@ -26,7 +48,8 @@ class Loader {
         @_MMDEPLOY_DYNAMIC_MODULES@
     };
     for (const auto name : modules) {
-      mmdeploy_load_library(name);
+      std::string libname = std::string{} + LIBPREFIX + name + LIBSUFFIX;
+      mmdeploy_load_library(libname.c_str());
     }
   }
 };
diff --git a/csrc/mmdeploy/apis/c/CMakeLists.txt b/csrc/mmdeploy/apis/c/CMakeLists.txt
index 1d0533aff..3b5172219 100644
--- a/csrc/mmdeploy/apis/c/CMakeLists.txt
+++ b/csrc/mmdeploy/apis/c/CMakeLists.txt
@@ -80,5 +80,14 @@ if (MMDEPLOY_BUILD_SDK_CSHARP_API OR MMDEPLOY_BUILD_SDK_MONOLITHIC)
     set_target_properties(mmdeploy PROPERTIES
             VERSION ${MMDEPLOY_VERSION}
             SOVERSION ${MMDEPLOY_VERSION_MAJOR})
+    if (APPLE)
+            set_target_properties(mmdeploy PROPERTIES
+                    INSTALL_RPATH "@loader_path"
+                    BUILD_RPATH "@loader_path")
+    else ()
+            set_target_properties(mmdeploy PROPERTIES
+                    INSTALL_RPATH "\$ORIGIN"
+                    BUILD_RPATH "\$ORIGIN")
+    endif ()
     mmdeploy_export(mmdeploy)
 endif ()
diff --git a/csrc/mmdeploy/net/CMakeLists.txt b/csrc/mmdeploy/net/CMakeLists.txt
index 0c723d540..4b26305c6 100644
--- a/csrc/mmdeploy/net/CMakeLists.txt
+++ b/csrc/mmdeploy/net/CMakeLists.txt
@@ -2,6 +2,8 @@
 
 project(mmdeploy_net_module)
 
+set(BACKEND_LIB_NAMES)
+
 if ("trt" IN_LIST MMDEPLOY_TARGET_BACKENDS)
     add_subdirectory(trt)
 endif ()
@@ -46,5 +48,22 @@ if ("rknn" IN_LIST MMDEPLOY_TARGET_BACKENDS)
     add_subdirectory(rknn)
 endif ()
 
-mmdeploy_add_module(${PROJECT_NAME} net_module.cpp)
+if (MMDEPLOY_DYNAMIC_BACKEND)
+    set(_MODULE_STR ${BACKEND_LIB_NAMES})
+    list(TRANSFORM _MODULE_STR REPLACE "(.+)" "\"\\1\"")
+    string(JOIN ",\n        " _MODULE_STR ${_MODULE_STR})
+    set(_MMDEPLOY_DYNAMIC_MODULES ${_MODULE_STR})
+
+    set(_LOADER_NAME net_loader)
+    set(_LOADER_PATH ${${PROJECT_NAME}_BINARY_DIR}/${_LOADER_NAME}.cpp)
+    configure_file(
+        ${CMAKE_SOURCE_DIR}/cmake/loader.cpp.in
+        ${_LOADER_PATH})
+    if (NOT (WIN32 OR APPLE))
+        SET(_DL_LIB dl)
+    endif ()
+endif ()
+
+mmdeploy_add_module(${PROJECT_NAME} net_module.cpp ${_LOADER_PATH})
+target_link_libraries(${PROJECT_NAME} PUBLIC ${_DL_LIB})
 add_library(mmdeploy::net_module ALIAS ${PROJECT_NAME})
diff --git a/csrc/mmdeploy/net/coreml/CMakeLists.txt b/csrc/mmdeploy/net/coreml/CMakeLists.txt
index a4c3b2a0a..2f6de5427 100644
--- a/csrc/mmdeploy/net/coreml/CMakeLists.txt
+++ b/csrc/mmdeploy/net/coreml/CMakeLists.txt
@@ -5,7 +5,7 @@ project(mmdeploy_coreml_net)
 if ("cpu" IN_LIST MMDEPLOY_TARGET_DEVICES)
     find_library(CORE_ML CoreML)
     find_library(FOUNDATION Foundation)
-    mmdeploy_add_module(${PROJECT_NAME} coreml_net.mm)
+    mmdeploy_add_net(${PROJECT_NAME} coreml_net.mm)
     target_include_directories(${PROJECT_NAME} PRIVATE ${CMAKE_CURRENT_SOURCE_DIR})
     target_link_libraries(${PROJECT_NAME} PRIVATE ${CORE_ML} ${FOUNDATION})
     add_library(mmdeploy::coreml_net ALIAS ${PROJECT_NAME})
diff --git a/csrc/mmdeploy/net/ncnn/CMakeLists.txt b/csrc/mmdeploy/net/ncnn/CMakeLists.txt
index ffd349f3d..7ae7a8538 100644
--- a/csrc/mmdeploy/net/ncnn/CMakeLists.txt
+++ b/csrc/mmdeploy/net/ncnn/CMakeLists.txt
@@ -6,7 +6,7 @@ if ("cpu" IN_LIST MMDEPLOY_TARGET_DEVICES)
 
     find_package(ncnn REQUIRED)
 
-    mmdeploy_add_module(${PROJECT_NAME} ncnn_net.cpp)
+    mmdeploy_add_net(${PROJECT_NAME} ncnn_net.cpp)
     target_link_libraries(${PROJECT_NAME} PRIVATE mmdeploy_ncnn_ops_obj)
     target_link_libraries(${PROJECT_NAME} PRIVATE ncnn)
     add_library(mmdeploy::ncnn_net ALIAS ${PROJECT_NAME})
diff --git a/csrc/mmdeploy/net/openvino/CMakeLists.txt b/csrc/mmdeploy/net/openvino/CMakeLists.txt
index b0691be09..5c9d344db 100644
--- a/csrc/mmdeploy/net/openvino/CMakeLists.txt
+++ b/csrc/mmdeploy/net/openvino/CMakeLists.txt
@@ -5,7 +5,7 @@ project(mmdeploy_openvino_net)
 if ("cpu" IN_LIST MMDEPLOY_TARGET_DEVICES)
     find_package(InferenceEngine REQUIRED)
 
-    mmdeploy_add_module(${PROJECT_NAME} openvino_net.cpp)
+    mmdeploy_add_net(${PROJECT_NAME} openvino_net.cpp)
     target_link_libraries(${PROJECT_NAME} PRIVATE
             ${InferenceEngine_LIBRARIES})
     add_library(mmdeploy::openvino_net ALIAS ${PROJECT_NAME})
diff --git a/csrc/mmdeploy/net/ort/CMakeLists.txt b/csrc/mmdeploy/net/ort/CMakeLists.txt
index 00a941911..00ecdaf44 100644
--- a/csrc/mmdeploy/net/ort/CMakeLists.txt
+++ b/csrc/mmdeploy/net/ort/CMakeLists.txt
@@ -4,7 +4,7 @@ project(mmdeploy_ort_net)
 
 include(${CMAKE_SOURCE_DIR}/cmake/modules/FindONNXRUNTIME.cmake)
 
-mmdeploy_add_module(${PROJECT_NAME} ort_net.cpp)
+mmdeploy_add_net(${PROJECT_NAME} ort_net.cpp)
 target_include_directories(${PROJECT_NAME} PRIVATE ${ONNXRUNTIME_DIR}/include)
 target_link_libraries(${PROJECT_NAME} PRIVATE mmdeploy_onnxruntime_ops_obj)
 target_link_libraries(${PROJECT_NAME} PUBLIC onnxruntime)
diff --git a/csrc/mmdeploy/net/torchscript/CMakeLists.txt b/csrc/mmdeploy/net/torchscript/CMakeLists.txt
index f65c65c89..e3e25c9f8 100644
--- a/csrc/mmdeploy/net/torchscript/CMakeLists.txt
+++ b/csrc/mmdeploy/net/torchscript/CMakeLists.txt
@@ -8,7 +8,7 @@ if (MMDEPLOY_TORCHSCRIPT_SDK_BACKEND)
     find_package(Torch REQUIRED)
     find_package(TorchVision QUIET)
 
-    mmdeploy_add_module(${PROJECT_NAME} torch_net.cpp)
+    mmdeploy_add_net(${PROJECT_NAME} torch_net.cpp)
 
     target_link_libraries(${PROJECT_NAME} PRIVATE
             ${TORCH_LIBRARIES})
diff --git a/csrc/mmdeploy/net/trt/CMakeLists.txt b/csrc/mmdeploy/net/trt/CMakeLists.txt
index 6703c7f4f..5de364162 100644
--- a/csrc/mmdeploy/net/trt/CMakeLists.txt
+++ b/csrc/mmdeploy/net/trt/CMakeLists.txt
@@ -4,7 +4,7 @@ project(mmdeploy_trt_net)
 
 include(${CMAKE_SOURCE_DIR}/cmake/tensorrt.cmake)
 
-mmdeploy_add_module(${PROJECT_NAME} trt_net.cpp)
+mmdeploy_add_net(${PROJECT_NAME} trt_net.cpp)
 target_include_directories(${PROJECT_NAME} PRIVATE
         ${TENSORRT_INCLUDE_DIR})
 target_include_directories(${PROJECT_NAME} PRIVATE ${CUDNN_DIR}/include)
diff --git a/csrc/mmdeploy/net/tvm/CMakeLists.txt b/csrc/mmdeploy/net/tvm/CMakeLists.txt
index 67e6ae270..426d3bb4e 100644
--- a/csrc/mmdeploy/net/tvm/CMakeLists.txt
+++ b/csrc/mmdeploy/net/tvm/CMakeLists.txt
@@ -4,7 +4,7 @@ project(mmdeploy_tvm_net)
 
 include(${CMAKE_SOURCE_DIR}/cmake/modules/FindTVM.cmake)
 
-mmdeploy_add_module(${PROJECT_NAME} tvm_net.cpp)
+mmdeploy_add_net(${PROJECT_NAME} tvm_net.cpp)
 target_include_directories(${PROJECT_NAME} PRIVATE ${TVM_INCLUDE_DIR} ${DLPACK_INCLUDE_DIR} ${DMLC_CORE_INCLUDE_DIR})
 target_link_libraries(${PROJECT_NAME} PRIVATE tvm_runtime mmdeploy_dlpack_utils)