diff --git a/include/mgba-util/convolve.h b/include/mgba-util/convolve.h
new file mode 100644
index 000000000..cf7aa52af
--- /dev/null
+++ b/include/mgba-util/convolve.h
@@ -0,0 +1,32 @@
+/* Copyright (c) 2013-2021 Jeffrey Pfau
+ *
+ * This Source Code Form is subject to the terms of the Mozilla Public
+ * License, v. 2.0. If a copy of the MPL was not distributed with this
+ * file, You can obtain one at http://mozilla.org/MPL/2.0/. */
+#ifndef CONVOLVE_H
+#define CONVOLVE_H
+
+#include <mgba-util/common.h>
+
+CXX_GUARD_START
+
+struct ConvolutionKernel {
+	float* kernel;
+	size_t* dims;
+	size_t rank;
+};
+
+void ConvolutionKernelCreate(struct ConvolutionKernel* kernel, size_t rank, size_t* dims);
+void ConvolutionKernelDestroy(struct ConvolutionKernel* kernel);
+
+void ConvolutionKernelFillRadial(struct ConvolutionKernel* kernel, bool normalize);
+void ConvolutionKernelFillCircle(struct ConvolutionKernel* kernel, bool normalize);
+
+// TODO: Make image container struct?
+void Convolve1DPad0PackedS32(const int32_t* restrict src, int32_t* restrict dst, size_t length, const struct ConvolutionKernel* restrict kernel);
+
+void Convolve2DClampPacked8(const uint8_t* restrict src, uint8_t* restrict dst, size_t width, size_t height, size_t stride, const struct ConvolutionKernel* restrict kernel);
+
+CXX_GUARD_END
+
+#endif
diff --git a/src/util/CMakeLists.txt b/src/util/CMakeLists.txt
index c9e074389..dd3dc8cda 100644
--- a/src/util/CMakeLists.txt
+++ b/src/util/CMakeLists.txt
@@ -2,6 +2,7 @@ include(ExportDirectory)
 set(SOURCE_FILES
 	circle-buffer.c
 	configuration.c
+	convolve.c
 	crc32.c
 	elf-read.c
 	export.c
diff --git a/src/util/convolve.c b/src/util/convolve.c
new file mode 100644
index 000000000..358707cb3
--- /dev/null
+++ b/src/util/convolve.c
@@ -0,0 +1,138 @@
+/* Copyright (c) 2013-2021 Jeffrey Pfau
+ *
+ * This Source Code Form is subject to the terms of the Mozilla Public
+ * License, v. 2.0. If a copy of the MPL was not distributed with this
+ * file, You can obtain one at http://mozilla.org/MPL/2.0/. */
+#include <mgba-util/convolve.h>
+
+void ConvolutionKernelCreate(struct ConvolutionKernel* kernel, size_t rank, size_t* dims) {
+	kernel->rank = rank;
+	kernel->dims = malloc(sizeof(kernel->dims[0]) * rank);
+	size_t ksize = 1;
+	size_t i;
+	for (i = 0; i < rank; ++i) {
+		kernel->dims[i] = dims[i];
+		ksize *= dims[i];
+	}
+	kernel->kernel = calloc(ksize, sizeof(float));
+}
+
+void ConvolutionKernelDestroy(struct ConvolutionKernel* kernel) {
+	free(kernel->kernel);
+	free(kernel->dims);
+	kernel->kernel = NULL;
+	kernel->dims = NULL;
+	kernel->rank = 0;
+}
+
+void ConvolutionKernelFillRadial(struct ConvolutionKernel* kernel, bool normalize) {
+	if (kernel->rank != 2) {
+		return;
+	}
+	float support;
+	if (normalize) {
+		support = 12.f / (M_PI * (kernel->dims[0] - 1) * (kernel->dims[1] - 1));
+	} else {
+		support = 1.f;
+	}
+	float wr = (kernel->dims[0] - 1) / 2.f;
+	float hr = (kernel->dims[1] - 1) / 2.f;
+	float* elem = kernel->kernel;
+	size_t y;
+	for (y = 0; y < kernel->dims[1]; ++y) {
+		size_t x;
+		for (x = 0; x < kernel->dims[0]; ++x) {
+			float r = (1.f - hypotf((x - wr) / wr, (y - hr) / hr)) * support;
+			*elem = fmaxf(0, r);
+			++elem;
+		}
+	}
+}
+
+void ConvolutionKernelFillCircle(struct ConvolutionKernel* kernel, bool normalize) {
+	if (kernel->rank != 2) {
+		return;
+	}
+	float support;
+	if (normalize) {
+		support = 4.f / (M_PI * (kernel->dims[0] - 1) * (kernel->dims[1] - 1));
+	} else {
+		support = 1.f;
+	}
+	float wr = (kernel->dims[0] - 1) / 2.f;
+	float hr = (kernel->dims[1] - 1) / 2.f;
+	float* elem = kernel->kernel;
+	size_t y;
+	for (y = 0; y < kernel->dims[1]; ++y) {
+		size_t x;
+		for (x = 0; x < kernel->dims[0]; ++x) {
+			float r = hypotf((x - wr) / wr, (y - hr) / hr);
+			*elem = r <= 1.f ? support : 0.f;
+			++elem;
+		}
+	}
+}
+
+void Convolve1DPad0PackedS32(const int32_t* restrict src, int32_t* restrict dst, size_t length, const struct ConvolutionKernel* restrict kernel) {
+	if (kernel->rank != 1) {
+		return;
+	}
+	size_t kx2 = kernel->dims[0] / 2;
+	size_t x;
+	for (x = 0; x < length; ++x) {
+		float sum = 0.f;
+		size_t kx;
+		for (kx = 0; kx < kernel->dims[0]; ++kx) {
+			if (x + kx <= kx2) {
+				continue;
+			}
+			size_t cx = x + kx - kx2;
+			if (cx >= length) {
+				continue;
+			}
+			sum += src[cx] * kernel->kernel[kx];
+		}
+		*dst = sum;
+		++dst;
+	}
+}
+
+void Convolve2DClampPacked8(const uint8_t* restrict src, uint8_t* restrict dst, size_t width, size_t height, size_t stride, const struct ConvolutionKernel* restrict kernel) {
+	if (kernel->rank != 2) {
+		return;
+	}
+	size_t kx2 = kernel->dims[0] / 2;
+	size_t ky2 = kernel->dims[1] / 2;
+	size_t y;
+	for (y = 0; y < height; ++y) {
+		uint8_t* orow = &dst[y * stride];
+		size_t x;
+		for (x = 0; x < width; ++x) {
+			float sum = 0.f;
+			size_t ky;
+			for (ky = 0; ky < kernel->dims[1]; ++ky) {
+				size_t cy = 0;
+				if (y + ky > ky2) {
+					cy = y + ky - ky2;
+				}
+				if (cy >= height) {
+					cy = height - 1;
+				}
+				const uint8_t* irow = &src[cy * stride];
+				size_t kx;
+				for (kx = 0; kx < kernel->dims[0]; ++kx) {
+					size_t cx = 0;
+					if (x + kx > kx2) {
+						cx = x + kx - kx2;
+					}
+					if (cx >= width) {
+						cx = width - 1;
+					}
+					sum += irow[cx] * kernel->kernel[ky * kernel->dims[0] + kx];
+				}
+			}
+			*orow = sum;
+			++orow;
+		}
+	}
+}