diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..378eac2
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+build
diff --git a/CMakeLists.txt b/CMakeLists.txt
new file mode 100644
index 0000000..2098282
--- /dev/null
+++ b/CMakeLists.txt
@@ -0,0 +1,24 @@
+cmake_minimum_required (VERSION 3.1.0)
+project(FMRI CXX)
+
+set(CMAKE_CXX_STANDARD 17)
+
+file(GLOB fmri_SRC
+	"src/*.cpp"
+)
+
+# Build without GPU support for quicker development
+add_definitions(-DCPU_ONLY)
+
+
+# Locate libraries
+find_package(OpenCV REQUIRED)
+find_package(Boost REQUIRED COMPONENTS system)
+
+add_executable(fmri ${fmri_SRC})
+
+# Add libraries to link
+target_link_libraries(fmri ${OpenCV_libs})
+target_link_libraries(fmri ${Boost_LIBRARIES})
+# These do not have CMake support, so link manually
+target_link_libraries(fmri caffe glog)
diff --git a/src/Makefile b/src/Makefile
deleted file mode 100644
index a2ee7fa..0000000
--- a/src/Makefile
+++ /dev/null
@@ -1,26 +0,0 @@
-.PHONY: all clean
-
-# Compilation settings
-CXXFLAGS=-Wall -Wextra -pedantic -std=c++17 -g -O2 -DCPU_ONLY
-LDLIBS=-lcaffe -lboost_system -lglog
-
-
-# Project artifacts
-_EXE=fmri
-_OBJECTS=$(patsubst %.cpp, %.o, $(wildcard *.cpp))
-
-all: fmri
-
-fmri: $(_OBJECTS)
-	$(CXX) $(CXXFLAGS) $(LDFLAGS) -o $@ $^ $(LDLIBS)
-
-clean:
-	$(RM) *.o *.d
-	$(RM) $(_EXE)
-
-# Automatic header dependency detection
-%.d: %.cpp
-	$(CXX) $(CXXFLAGS) -MM -MF $@ $<
-
-_DEPFILES=$(patsubst %.cpp, %.d, $(wildcard *.cpp))
--include $(_DEPFILES)