From edac3a0f692ef53f571d6d667bc14c31a0e83d52 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Fri, 16 Oct 2020 22:13:29 -0400 Subject: [PATCH 01/20] init --- src/pathtrace.cu | 31 +++++++++++++++++++++++++++++-- src/sceneStructs.h | 2 ++ 2 files changed, 31 insertions(+), 2 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 23e5f90..2389f11 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -74,11 +74,24 @@ __global__ void gbufferToPBO(uchar4* pbo, glm::ivec2 resolution, GBufferPixel* g if (x < resolution.x && y < resolution.y) { int index = x + (y * resolution.x); float timeToIntersect = gBuffer[index].t * 256.0; + glm::vec3 position = gBuffer[index].pos + 10.f; + glm::vec3 normal = gBuffer[index].nor * 128.f + 128.f; pbo[index].w = 0; + /* pbo[index].x = timeToIntersect; pbo[index].y = timeToIntersect; - pbo[index].z = timeToIntersect; + pbo[index].z = timeToIntersect; + */ + + pbo[index].x = normal.x; + pbo[index].y = normal.y; + pbo[index].z = normal.z; + /* + pbo[index].x = position.x; + pbo[index].y = position.y; + pbo[index].z = position.z; + */ } } @@ -273,6 +286,16 @@ __global__ void shadeSimpleMaterials ( } } +__global__ void shadeATrous( + int num_paths, + PathSegment *pathSegments, + GBufferPixel *gBuffer) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + if (idx < num_paths) { + + } +} + __global__ void generateGBuffer ( int num_paths, ShadeableIntersection* shadeableIntersections, @@ -281,7 +304,11 @@ __global__ void generateGBuffer ( int idx = blockIdx.x * blockDim.x + threadIdx.x; if (idx < num_paths) { - gBuffer[idx].t = shadeableIntersections[idx].t; + ShadeableIntersection intersection = shadeableIntersections[idx]; + PathSegment segment = pathSegments[idx]; + gBuffer[idx].t = intersection.t; + gBuffer[idx].pos = intersection.t * segment.ray.direction + segment.ray.origin; + gBuffer[idx].nor = intersection.surfaceNormal; } } diff --git a/src/sceneStructs.h b/src/sceneStructs.h index da7e558..2b3e574 100644 --- a/src/sceneStructs.h +++ b/src/sceneStructs.h @@ -79,4 +79,6 @@ struct ShadeableIntersection { // What information might be helpful for guiding a denoising filter? struct GBufferPixel { float t; + glm::vec3 pos; + glm::vec3 nor; }; From 0bf9009af254138799de2cbd1434c6d8d9078759 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Fri, 16 Oct 2020 22:48:55 -0400 Subject: [PATCH 02/20] checkpoint --- src/pathtrace.cu | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 2389f11..1d29ce8 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -104,6 +104,7 @@ static ShadeableIntersection * dev_intersections = NULL; static GBufferPixel* dev_gBuffer = NULL; // TODO: static variables for device memory, any extra info you need, etc // ... +static glm::vec3 *dev_denoiser = NULL; void pathtraceInit(Scene *scene) { hst_scene = scene; @@ -127,6 +128,8 @@ void pathtraceInit(Scene *scene) { cudaMalloc(&dev_gBuffer, pixelcount * sizeof(GBufferPixel)); // TODO: initialize any extra device memeory you need + cudaMalloc(&dev_denoiser, pixelcount * sizeof(glm::vec3)); + cudaMemset(dev_denoiser, 0, pixelcount * sizeof(glm::vec3)); checkCUDAError("pathtraceInit"); } From 2fcc38f5349fc0e122daafeb597cd8362197e6e5 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sat, 17 Oct 2020 11:29:23 -0400 Subject: [PATCH 03/20] checkpoint --- src/pathtrace.cu | 35 ++++++++++++++++++++++++++++------- 1 file changed, 28 insertions(+), 7 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 1d29ce8..e7f4b34 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -104,7 +104,8 @@ static ShadeableIntersection * dev_intersections = NULL; static GBufferPixel* dev_gBuffer = NULL; // TODO: static variables for device memory, any extra info you need, etc // ... -static glm::vec3 *dev_denoiser = NULL; +static glm::vec3 *dev_denoiser_A = NULL; +static glm::vec3 *dev_denoiser_B = NULL; void pathtraceInit(Scene *scene) { hst_scene = scene; @@ -128,8 +129,11 @@ void pathtraceInit(Scene *scene) { cudaMalloc(&dev_gBuffer, pixelcount * sizeof(GBufferPixel)); // TODO: initialize any extra device memeory you need - cudaMalloc(&dev_denoiser, pixelcount * sizeof(glm::vec3)); - cudaMemset(dev_denoiser, 0, pixelcount * sizeof(glm::vec3)); + cudaMalloc(&dev_denoiser_A, pixelcount * sizeof(glm::vec3)); + cudaMemset(dev_denoiser_A, 0, pixelcount * sizeof(glm::vec3)); + + cudaMalloc(&dev_denoiser_B, pixelcount * sizeof(glm::vec3)); + cudaMemset(dev_denoiser_B, 0, pixelcount * sizeof(glm::vec3)); checkCUDAError("pathtraceInit"); } @@ -142,6 +146,8 @@ void pathtraceFree() { cudaFree(dev_intersections); cudaFree(dev_gBuffer); // TODO: clean up any extra device memory you created + cudaFree(dev_denoiser_A); + cudaFree(dev_denoiser_B); checkCUDAError("pathtraceFree"); } @@ -289,13 +295,28 @@ __global__ void shadeSimpleMaterials ( } } -__global__ void shadeATrous( - int num_paths, +__global__ void kernATrous( + Camera cam, + int iter, + int filter_size, + glm::vec3 *denoiserA, + glm::vec3 *denoiserB, PathSegment *pathSegments, GBufferPixel *gBuffer) { - int idx = blockIdx.x * blockDim.x + threadIdx.x; - if (idx < num_paths) { + int x = (blockIdx.x * blockDim.x) + threadIdx.x; + int y = (blockIdx.y * blockDim.y) + threadIdx.y; + if (x < cam.resolution.x && y < cam.resolution.y) { + int idx = x + (y * cam.resolution.x); + int stepwidth = pow(2, iter - 1); + int s_x = x - filter_size / 2 * stepwidth; + int s_y = y - filter_size / 2 * stepwidth; + for (int i = -filter_size / 2; i <= filter_size / 2; i++) { + for (int j = -filter_size / 2; j <= filter_size / 2; j++) { + int d = max(abs(i), abs(j)); + + } + } } } From 1792c21d8772efffdfc3bcd432a440685aa588df Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sat, 17 Oct 2020 12:38:49 -0400 Subject: [PATCH 04/20] kernatrous --- src/pathtrace.cu | 40 +++++++++++++++++++++++++++++++++------- src/sceneStructs.h | 3 +++ 2 files changed, 36 insertions(+), 7 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index e7f4b34..70c1e22 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -106,6 +106,7 @@ static GBufferPixel* dev_gBuffer = NULL; // ... static glm::vec3 *dev_denoiser_A = NULL; static glm::vec3 *dev_denoiser_B = NULL; +static float *dev_gaussian_kernel = NULL; void pathtraceInit(Scene *scene) { hst_scene = scene; @@ -135,6 +136,10 @@ void pathtraceInit(Scene *scene) { cudaMalloc(&dev_denoiser_B, pixelcount * sizeof(glm::vec3)); cudaMemset(dev_denoiser_B, 0, pixelcount * sizeof(glm::vec3)); + const int filterSize = hst_scene->state.filterSize; + cudaMalloc(&dev_gaussian_kernel, filterSize * filterSize * sizeof(float)); + cudaMemset(dev_gaussian_kernel, 0, filterSize * filterSize * sizeof(float)); + checkCUDAError("pathtraceInit"); } @@ -148,6 +153,7 @@ void pathtraceFree() { // TODO: clean up any extra device memory you created cudaFree(dev_denoiser_A); cudaFree(dev_denoiser_B); + cudaFree(dev_gaussian_kernel); checkCUDAError("pathtraceFree"); } @@ -301,6 +307,7 @@ __global__ void kernATrous( int filter_size, glm::vec3 *denoiserA, glm::vec3 *denoiserB, + float *gaussianFilter, PathSegment *pathSegments, GBufferPixel *gBuffer) { int x = (blockIdx.x * blockDim.x) + threadIdx.x; @@ -308,15 +315,34 @@ __global__ void kernATrous( if (x < cam.resolution.x && y < cam.resolution.y) { int idx = x + (y * cam.resolution.x); - int stepwidth = pow(2, iter - 1); - int s_x = x - filter_size / 2 * stepwidth; - int s_y = y - filter_size / 2 * stepwidth; - for (int i = -filter_size / 2; i <= filter_size / 2; i++) { - for (int j = -filter_size / 2; j <= filter_size / 2; j++) { - int d = max(abs(i), abs(j)); - + int stepwidth = (int) pow(2.f, (float)iter - 1.f); + + float norm_factor = 0.0f; + int r = filter_size / 2; + + glm::vec3 acc = glm::vec3(0.f); + + for (int i = -r; i <= r; i++) { + for (int j = -r; j <= r; j++) { + int d = (i + r) + (j + r) * filter_size; + int rx = x + i * stepwidth; + int ry = y + j * stepwidth; + if (rx >= cam.resolution.x || ry >= cam.resolution.y) { + continue; + } + int r_idx = rx + ry * cam.resolution.x; + if (iter == 1) { + // read from raytraced, paths -> B + acc += gaussianFilter[d] * pathSegments[r_idx].color; + } + else { + // A -> B + acc += gaussianFilter[d] * denoiserA[r_idx]; + } } } + + denoiserB[idx] = acc; } } diff --git a/src/sceneStructs.h b/src/sceneStructs.h index 2b3e574..0d9ba47 100644 --- a/src/sceneStructs.h +++ b/src/sceneStructs.h @@ -57,6 +57,9 @@ struct RenderState { int traceDepth; std::vector image; std::string imageName; + + // denoiser parameters + int filterSize; }; struct PathSegment { From c2a83a4db00c4db854166a22e5e323e22f060c9c Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sat, 17 Oct 2020 13:09:17 -0400 Subject: [PATCH 05/20] show denoiser --- src/main.cpp | 1 + src/pathtrace.cu | 39 +++++++++++++++++++++++++++++++++++++++ src/sceneStructs.h | 1 + 3 files changed, 41 insertions(+) diff --git a/src/main.cpp b/src/main.cpp index 4092ae4..05c7735 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -25,6 +25,7 @@ int lastLoopIterations = 0; bool ui_showGbuffer = false; bool ui_denoise = false; int ui_filterSize = 80; +int ui_filterIterations = 3; float ui_colorWeight = 0.45f; float ui_normalWeight = 0.35f; float ui_positionWeight = 0.2f; diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 70c1e22..b7603bd 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -13,6 +13,7 @@ #include "pathtrace.h" #include "intersections.h" #include "interactions.h" +#include "main.h" #define ERRORCHECK 1 @@ -95,6 +96,27 @@ __global__ void gbufferToPBO(uchar4* pbo, glm::ivec2 resolution, GBufferPixel* g } } +__global__ void denoiserToPBO(uchar4* pbo, glm::ivec2 resolution, glm::vec3 *denoiser) { + int x = (blockIdx.x * blockDim.x) + threadIdx.x; + int y = (blockIdx.y * blockDim.y) + threadIdx.y; + + if (x < resolution.x && y < resolution.y) { + int index = x + (y * resolution.x); + glm::vec3 pix = denoiser[index]; + + glm::ivec3 color; + color.x = glm::clamp((int)(pix.x * 255.0), 0, 255); + color.y = glm::clamp((int)(pix.y * 255.0), 0, 255); + color.z = glm::clamp((int)(pix.z * 255.0), 0, 255); + + // Each thread writes one pixel location in the texture (textel) + pbo[index].w = 0; + pbo[index].x = color.x; + pbo[index].y = color.y; + pbo[index].z = color.z; + } +} + static Scene * hst_scene = NULL; static glm::vec3 * dev_image = NULL; static Geom * dev_geoms = NULL; @@ -475,6 +497,14 @@ void pathtrace(int frame, int iter) { dim3 numBlocksPixels = (pixelcount + blockSize1d - 1) / blockSize1d; finalGather<<>>(num_paths, dev_image, dev_paths); + // Denoising + if (ui_denoise) { + for (int i = 1; i <= hst_scene->state.filterIterations; i++) { + kernATrous <<>> (cam, i, ui_filterSize, dev_denoiser_A, dev_denoiser_B, dev_gaussian_kernel, dev_paths, dev_gBuffer); + dev_denoiser_A = dev_denoiser_B; + } + } + /////////////////////////////////////////////////////////////////////////// // CHECKITOUT: use dev_image as reference if you want to implement saving denoised images. @@ -486,6 +516,15 @@ void pathtrace(int frame, int iter) { checkCUDAError("pathtrace"); } +void showDenoiser(uchar4 *pbo) { + const Camera &cam = hst_scene->state.camera; + const dim3 blockSize2d(8, 8); + const dim3 blocksPerGrid2d( + (cam.resolution.x + blockSize2d.x - 1) / blockSize2d.x, + (cam.resolution.y + blockSize2d.y - 1) / blockSize2d.y); + denoiserToPBO<<>>(pbo, cam.resolution, dev_denoiser_B); +} + // CHECKITOUT: this kernel "post-processes" the gbuffer/gbuffers into something that you can visualize for debugging. void showGBuffer(uchar4* pbo) { const Camera &cam = hst_scene->state.camera; diff --git a/src/sceneStructs.h b/src/sceneStructs.h index 0d9ba47..3d5b62f 100644 --- a/src/sceneStructs.h +++ b/src/sceneStructs.h @@ -60,6 +60,7 @@ struct RenderState { // denoiser parameters int filterSize; + int filterIterations; }; struct PathSegment { From c3259abf065986ed4aed1f42518557b0e9a70351 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sat, 17 Oct 2020 13:51:12 -0400 Subject: [PATCH 06/20] checkpoint --- src/main.cpp | 6 ++++-- src/main.h | 1 + src/pathtrace.cu | 28 +++++++++++++++------------- src/pathtrace.h | 1 + 4 files changed, 21 insertions(+), 15 deletions(-) diff --git a/src/main.cpp b/src/main.cpp index 05c7735..bedd7fe 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -24,7 +24,7 @@ int startupIterations = 0; int lastLoopIterations = 0; bool ui_showGbuffer = false; bool ui_denoise = false; -int ui_filterSize = 80; +int ui_filterSize = 5; int ui_filterIterations = 3; float ui_colorWeight = 0.45f; float ui_normalWeight = 0.35f; @@ -166,7 +166,9 @@ void runCuda() { pathtrace(frame, iteration); } - if (ui_showGbuffer) { + if (ui_denoise) { + showDenoiser(pbo_dptr); + } else if (ui_showGbuffer) { showGBuffer(pbo_dptr); } else { showImage(pbo_dptr, iteration); diff --git a/src/main.h b/src/main.h index 06d311a..88bef3d 100644 --- a/src/main.h +++ b/src/main.h @@ -37,6 +37,7 @@ extern int startupIterations; extern bool ui_showGbuffer; extern bool ui_denoise; extern int ui_filterSize; +extern int ui_filterIterations; extern float ui_colorWeight; extern float ui_normalWeight; extern float ui_positionWeight; diff --git a/src/pathtrace.cu b/src/pathtrace.cu index b7603bd..59598d0 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -158,7 +158,7 @@ void pathtraceInit(Scene *scene) { cudaMalloc(&dev_denoiser_B, pixelcount * sizeof(glm::vec3)); cudaMemset(dev_denoiser_B, 0, pixelcount * sizeof(glm::vec3)); - const int filterSize = hst_scene->state.filterSize; + const int filterSize = ui_filterSize; cudaMalloc(&dev_gaussian_kernel, filterSize * filterSize * sizeof(float)); cudaMemset(dev_gaussian_kernel, 0, filterSize * filterSize * sizeof(float)); @@ -339,32 +339,33 @@ __global__ void kernATrous( int idx = x + (y * cam.resolution.x); int stepwidth = (int) pow(2.f, (float)iter - 1.f); - float norm_factor = 0.0f; int r = filter_size / 2; - glm::vec3 acc = glm::vec3(0.f); + float norm_factor = 0.0f; for (int i = -r; i <= r; i++) { for (int j = -r; j <= r; j++) { - int d = (i + r) + (j + r) * filter_size; + //int d = (i + r) + (j + r) * filter_size; int rx = x + i * stepwidth; int ry = y + j * stepwidth; - if (rx >= cam.resolution.x || ry >= cam.resolution.y) { + if (rx < 0 || rx >= cam.resolution.x || ry < 0 || ry >= cam.resolution.y) { continue; } + float gaussian = exp(-(i * i + j * j) / 2.f); + norm_factor += gaussian; int r_idx = rx + ry * cam.resolution.x; if (iter == 1) { // read from raytraced, paths -> B - acc += gaussianFilter[d] * pathSegments[r_idx].color; + acc += gaussian * pathSegments[r_idx].color; } else { // A -> B - acc += gaussianFilter[d] * denoiserA[r_idx]; + acc += gaussian * denoiserA[r_idx]; } } } - denoiserB[idx] = acc; + denoiserB[idx] = acc / norm_factor; } } @@ -498,11 +499,12 @@ void pathtrace(int frame, int iter) { finalGather<<>>(num_paths, dev_image, dev_paths); // Denoising - if (ui_denoise) { - for (int i = 1; i <= hst_scene->state.filterIterations; i++) { - kernATrous <<>> (cam, i, ui_filterSize, dev_denoiser_A, dev_denoiser_B, dev_gaussian_kernel, dev_paths, dev_gBuffer); - dev_denoiser_A = dev_denoiser_B; - } + const int filterSize = ui_filterSize; + for (int i = 1; i <= ui_filterIterations; i++) { + kernATrous <<>> (cam, i, filterSize, dev_denoiser_A, dev_denoiser_B, dev_gaussian_kernel, dev_paths, dev_gBuffer); + glm::vec3 *tmp = dev_denoiser_A; + dev_denoiser_A = dev_denoiser_B; + dev_denoiser_B = tmp; } /////////////////////////////////////////////////////////////////////////// diff --git a/src/pathtrace.h b/src/pathtrace.h index 9e12f44..0d336c2 100644 --- a/src/pathtrace.h +++ b/src/pathtrace.h @@ -8,3 +8,4 @@ void pathtraceFree(); void pathtrace(int frame, int iteration); void showGBuffer(uchar4 *pbo); void showImage(uchar4 *pbo, int iter); +void showDenoiser(uchar4 *pbo); \ No newline at end of file From 91d0470b96ea6875f75ed456712aba669336911a Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sat, 17 Oct 2020 14:39:52 -0400 Subject: [PATCH 07/20] add w --- src/pathtrace.cu | 24 ++++++++++++++++++++---- 1 file changed, 20 insertions(+), 4 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 59598d0..5612346 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -327,6 +327,9 @@ __global__ void kernATrous( Camera cam, int iter, int filter_size, + float colorWeight, + float normalWeight, + float positionWeight, glm::vec3 *denoiserA, glm::vec3 *denoiserB, float *gaussianFilter, @@ -342,6 +345,11 @@ __global__ void kernATrous( int r = filter_size / 2; glm::vec3 acc = glm::vec3(0.f); float norm_factor = 0.0f; + glm::vec3 normal = gBuffer[idx].nor; + glm::vec3 position = gBuffer[idx].pos; + float var_rt = colorWeight * colorWeight; + float var_n = normalWeight * normalWeight; + float var_p = positionWeight * positionWeight; for (int i = -r; i <= r; i++) { for (int j = -r; j <= r; j++) { @@ -352,15 +360,19 @@ __global__ void kernATrous( continue; } float gaussian = exp(-(i * i + j * j) / 2.f); - norm_factor += gaussian; int r_idx = rx + ry * cam.resolution.x; + float w_rt = exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_n); + float w_n = exp(-glm::length(normal - gBuffer[r_idx].nor) / var_n); + float w_p = exp(-glm::length(position - gBuffer[r_idx].pos) / var_p); + float w = gaussian * w_rt * w_n * w_p; + norm_factor += w; if (iter == 1) { // read from raytraced, paths -> B - acc += gaussian * pathSegments[r_idx].color; + acc += w * pathSegments[r_idx].color; } else { // A -> B - acc += gaussian * denoiserA[r_idx]; + acc += w * denoiserA[r_idx]; } } } @@ -500,8 +512,12 @@ void pathtrace(int frame, int iter) { // Denoising const int filterSize = ui_filterSize; + const int colorWeight = ui_colorWeight; + const int normalWeight = ui_normalWeight; + const int positionWeight = ui_positionWeight; for (int i = 1; i <= ui_filterIterations; i++) { - kernATrous <<>> (cam, i, filterSize, dev_denoiser_A, dev_denoiser_B, dev_gaussian_kernel, dev_paths, dev_gBuffer); + kernATrous<<>>(cam, i, filterSize, colorWeight, normalWeight, positionWeight, + dev_denoiser_A, dev_denoiser_B, dev_gaussian_kernel, dev_paths, dev_gBuffer); glm::vec3 *tmp = dev_denoiser_A; dev_denoiser_A = dev_denoiser_B; dev_denoiser_B = tmp; From d038243e91ba2f756f0b80246993824e70974b4c Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sat, 17 Oct 2020 16:28:03 -0400 Subject: [PATCH 08/20] weight to be adjust --- src/pathtrace.cu | 48 +++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 43 insertions(+), 5 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 5612346..6520c8b 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -4,6 +4,7 @@ #include #include #include +#include #include "sceneStructs.h" #include "scene.h" @@ -45,6 +46,29 @@ thrust::default_random_engine makeSeededRandomEngine(int iter, int index, int de return thrust::default_random_engine(h); } +struct sum_gBuffer_pos { + __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { + return glm::length(p1.pos) + glm::length(p2.pos); + } +}; + +struct sum_gBuffer_nor { + __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { + return glm::length(p1.nor) + glm::length(p2.nor); + } +}; + +struct sum_gBuffer_pos2 { + __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { + return glm::pow(glm::length(p1.pos), 2) + glm::pow(glm::length(p2.pos), 2); + } +}; + +struct sum_gBuffer_nor2 { + __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { + return glm::pow(glm::length(p1.nor), 2) + glm::pow(glm::length(p2.nor), 2); + } +}; //Kernel that writes the image to the OpenGL PBO directly. __global__ void sendImageToPBO(uchar4* pbo, glm::ivec2 resolution, int iter, glm::vec3* image) { @@ -347,6 +371,7 @@ __global__ void kernATrous( float norm_factor = 0.0f; glm::vec3 normal = gBuffer[idx].nor; glm::vec3 position = gBuffer[idx].pos; + float var_rt = colorWeight * colorWeight; float var_n = normalWeight * normalWeight; float var_p = positionWeight * positionWeight; @@ -361,10 +386,12 @@ __global__ void kernATrous( } float gaussian = exp(-(i * i + j * j) / 2.f); int r_idx = rx + ry * cam.resolution.x; - float w_rt = exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_n); + + float w_rt = exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_rt); float w_n = exp(-glm::length(normal - gBuffer[r_idx].nor) / var_n); float w_p = exp(-glm::length(position - gBuffer[r_idx].pos) / var_p); - float w = gaussian * w_rt * w_n * w_p; + + float w = gaussian * colorWeight * normalWeight * positionWeight; norm_factor += w; if (iter == 1) { // read from raytraced, paths -> B @@ -511,10 +538,21 @@ void pathtrace(int frame, int iter) { finalGather<<>>(num_paths, dev_image, dev_paths); // Denoising + /* + float sum_nor = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_nor()); + float sum_pos = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_pos()); + float sum_nor2 = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_nor2()); + float sum_pos2 = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_pos2()); + float u_nor = sum_nor / num_paths; + float u_pos = sum_pos / num_paths; + float var_n = sum_nor2 / num_paths - u_nor * u_nor; + float var_p = sum_pos2 / num_paths - u_pos * u_pos; + */ + const int filterSize = ui_filterSize; - const int colorWeight = ui_colorWeight; - const int normalWeight = ui_normalWeight; - const int positionWeight = ui_positionWeight; + const float colorWeight = ui_colorWeight; + const float normalWeight = ui_normalWeight; + const float positionWeight = ui_positionWeight; for (int i = 1; i <= ui_filterIterations; i++) { kernATrous<<>>(cam, i, filterSize, colorWeight, normalWeight, positionWeight, dev_denoiser_A, dev_denoiser_B, dev_gaussian_kernel, dev_paths, dev_gBuffer); From 34d3001b6346c66750879a3ada240d0110d4ce54 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 12:27:11 -0400 Subject: [PATCH 09/20] variance --- src/pathtrace.cu | 95 +++++++++++++++++++++++------------------------- 1 file changed, 46 insertions(+), 49 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 6520c8b..ac15c55 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -46,29 +46,13 @@ thrust::default_random_engine makeSeededRandomEngine(int iter, int index, int de return thrust::default_random_engine(h); } -struct sum_gBuffer_pos { - __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { - return glm::length(p1.pos) + glm::length(p2.pos); +struct sum_vec { + __host__ __device__ glm::vec3 operator() (glm::vec3 &v1, glm::vec3 &v2) { + return v1 + v2; } }; -struct sum_gBuffer_nor { - __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { - return glm::length(p1.nor) + glm::length(p2.nor); - } -}; - -struct sum_gBuffer_pos2 { - __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { - return glm::pow(glm::length(p1.pos), 2) + glm::pow(glm::length(p2.pos), 2); - } -}; -struct sum_gBuffer_nor2 { - __host__ __device__ float operator() (const GBufferPixel &p1, const GBufferPixel &p2) { - return glm::pow(glm::length(p1.nor), 2) + glm::pow(glm::length(p2.nor), 2); - } -}; //Kernel that writes the image to the OpenGL PBO directly. __global__ void sendImageToPBO(uchar4* pbo, glm::ivec2 resolution, int iter, glm::vec3* image) { @@ -152,7 +136,8 @@ static GBufferPixel* dev_gBuffer = NULL; // ... static glm::vec3 *dev_denoiser_A = NULL; static glm::vec3 *dev_denoiser_B = NULL; -static float *dev_gaussian_kernel = NULL; +static glm::vec3 *dev_w_len = NULL; +static glm::vec3 *dev_w_len2 = NULL; void pathtraceInit(Scene *scene) { hst_scene = scene; @@ -182,9 +167,11 @@ void pathtraceInit(Scene *scene) { cudaMalloc(&dev_denoiser_B, pixelcount * sizeof(glm::vec3)); cudaMemset(dev_denoiser_B, 0, pixelcount * sizeof(glm::vec3)); - const int filterSize = ui_filterSize; - cudaMalloc(&dev_gaussian_kernel, filterSize * filterSize * sizeof(float)); - cudaMemset(dev_gaussian_kernel, 0, filterSize * filterSize * sizeof(float)); + cudaMalloc(&dev_w_len, pixelcount * sizeof(glm::vec3)); + cudaMemset(dev_w_len, 0, pixelcount * sizeof(glm::vec3)); + + cudaMalloc(&dev_w_len2, pixelcount * sizeof(glm::vec3)); + cudaMemset(dev_w_len2, 0, pixelcount * sizeof(glm::vec3)); checkCUDAError("pathtraceInit"); } @@ -199,7 +186,8 @@ void pathtraceFree() { // TODO: clean up any extra device memory you created cudaFree(dev_denoiser_A); cudaFree(dev_denoiser_B); - cudaFree(dev_gaussian_kernel); + cudaFree(dev_w_len); + cudaFree(dev_w_len2); checkCUDAError("pathtraceFree"); } @@ -351,12 +339,11 @@ __global__ void kernATrous( Camera cam, int iter, int filter_size, - float colorWeight, - float normalWeight, - float positionWeight, + float var_rt, + float var_n, + float var_x, glm::vec3 *denoiserA, glm::vec3 *denoiserB, - float *gaussianFilter, PathSegment *pathSegments, GBufferPixel *gBuffer) { int x = (blockIdx.x * blockDim.x) + threadIdx.x; @@ -372,10 +359,6 @@ __global__ void kernATrous( glm::vec3 normal = gBuffer[idx].nor; glm::vec3 position = gBuffer[idx].pos; - float var_rt = colorWeight * colorWeight; - float var_n = normalWeight * normalWeight; - float var_p = positionWeight * positionWeight; - for (int i = -r; i <= r; i++) { for (int j = -r; j <= r; j++) { //int d = (i + r) + (j + r) * filter_size; @@ -389,9 +372,9 @@ __global__ void kernATrous( float w_rt = exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_rt); float w_n = exp(-glm::length(normal - gBuffer[r_idx].nor) / var_n); - float w_p = exp(-glm::length(position - gBuffer[r_idx].pos) / var_p); + float w_p = exp(-glm::length(position - gBuffer[r_idx].pos) / var_x); - float w = gaussian * colorWeight * normalWeight * positionWeight; + float w = gaussian * w_rt * w_n * w_p; norm_factor += w; if (iter == 1) { // read from raytraced, paths -> B @@ -408,6 +391,23 @@ __global__ void kernATrous( } } +__global__ void kernFillWeightArrays( + int num_paths, + glm::vec3 *wLens, + glm::vec3 *wLens2, + PathSegment *pathSegments, + GBufferPixel *gBuffer +) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + if (idx < num_paths) { + float l_rt = glm::l2Norm(pathSegments[idx].color); + float l_n = glm::l2Norm(gBuffer[idx].nor); + float l_x = glm::l2Norm(gBuffer[idx].pos); + wLens[idx] = glm::vec3(l_rt, l_n, l_x); + wLens2[idx] = glm::vec3(l_rt * l_rt, l_n * l_n, l_x * l_x); + } +} + __global__ void generateGBuffer ( int num_paths, ShadeableIntersection* shadeableIntersections, @@ -538,24 +538,21 @@ void pathtrace(int frame, int iter) { finalGather<<>>(num_paths, dev_image, dev_paths); // Denoising - /* - float sum_nor = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_nor()); - float sum_pos = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_pos()); - float sum_nor2 = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_nor2()); - float sum_pos2 = thrust::reduce(thrust::device, dev_gBuffer, dev_gBuffer + num_paths, 0.f, sum_gBuffer_pos2()); - float u_nor = sum_nor / num_paths; - float u_pos = sum_pos / num_paths; - float var_n = sum_nor2 / num_paths - u_nor * u_nor; - float var_p = sum_pos2 / num_paths - u_pos * u_pos; - */ + kernFillWeightArrays<<>>(num_paths, dev_w_len, dev_w_len2, dev_paths, dev_gBuffer); + glm::vec3 sum = thrust::reduce(thrust::device, dev_w_len, dev_w_len + num_paths, glm::vec3(0.f), sum_vec()); + glm::vec3 sum2 = thrust::reduce(thrust::device, dev_w_len2, dev_w_len2 + num_paths, glm::vec3(0.f), sum_vec()); + float u_rt = sum.x / num_paths; + float u_n = sum.y / num_paths; + float u_x = sum.z / num_paths; + float var_rt = sum2.x / num_paths - u_rt * u_rt; + float var_n = sum2.y / num_paths - u_n * u_n; + float var_x = sum2.z / num_paths - u_x * u_x; const int filterSize = ui_filterSize; - const float colorWeight = ui_colorWeight; - const float normalWeight = ui_normalWeight; - const float positionWeight = ui_positionWeight; + for (int i = 1; i <= ui_filterIterations; i++) { - kernATrous<<>>(cam, i, filterSize, colorWeight, normalWeight, positionWeight, - dev_denoiser_A, dev_denoiser_B, dev_gaussian_kernel, dev_paths, dev_gBuffer); + kernATrous<<>>(cam, i, filterSize, var_rt, var_n, var_x, + dev_denoiser_A, dev_denoiser_B, dev_paths, dev_gBuffer); glm::vec3 *tmp = dev_denoiser_A; dev_denoiser_A = dev_denoiser_B; dev_denoiser_B = tmp; From 2c4781902b4706074e6ff9c785e13c22f125f024 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 13:20:50 -0400 Subject: [PATCH 10/20] checkpoint --- src/main.cpp | 6 +++++- src/pathtrace.cu | 8 ++++---- 2 files changed, 9 insertions(+), 5 deletions(-) diff --git a/src/main.cpp b/src/main.cpp index bedd7fe..01d3109 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -25,6 +25,7 @@ int lastLoopIterations = 0; bool ui_showGbuffer = false; bool ui_denoise = false; int ui_filterSize = 5; +int lastFilterSize = 5; int ui_filterIterations = 3; float ui_colorWeight = 0.45f; float ui_normalWeight = 0.35f; @@ -126,7 +127,10 @@ void runCuda() { lastLoopIterations = ui_iterations; camchanged = true; } - + if (lastFilterSize != ui_filterSize) { + lastFilterSize = ui_filterSize; + camchanged = true; + } if (camchanged) { iteration = 0; Camera &cam = renderState->camera; diff --git a/src/pathtrace.cu b/src/pathtrace.cu index ac15c55..3987865 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -367,12 +367,12 @@ __global__ void kernATrous( if (rx < 0 || rx >= cam.resolution.x || ry < 0 || ry >= cam.resolution.y) { continue; } - float gaussian = exp(-(i * i + j * j) / 2.f); + float gaussian = exp(-(i * i + j * j) * stepwidth * stepwidth / 2.f); int r_idx = rx + ry * cam.resolution.x; - float w_rt = exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_rt); - float w_n = exp(-glm::length(normal - gBuffer[r_idx].nor) / var_n); - float w_p = exp(-glm::length(position - gBuffer[r_idx].pos) / var_x); + float w_rt = min(1.f, exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_rt)); + float w_n = min(1.f, exp(-glm::length(normal - gBuffer[r_idx].nor) / var_n)); + float w_p = min(1.f, exp(-glm::length(position - gBuffer[r_idx].pos) / var_x)); float w = gaussian * w_rt * w_n * w_p; norm_factor += w; From 316fbd37bc3e1fc7573292867cae3cdbcc197257 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 13:46:03 -0400 Subject: [PATCH 11/20] checkpoint --- src/main.cpp | 4 ++-- src/pathtrace.cu | 11 ++++++++--- 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/src/main.cpp b/src/main.cpp index 01d3109..bdae98f 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -24,8 +24,8 @@ int startupIterations = 0; int lastLoopIterations = 0; bool ui_showGbuffer = false; bool ui_denoise = false; -int ui_filterSize = 5; -int lastFilterSize = 5; +int ui_filterSize = 80; +int lastFilterSize = 80; int ui_filterIterations = 3; float ui_colorWeight = 0.45f; float ui_normalWeight = 0.35f; diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 3987865..a0aae8a 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -354,6 +354,9 @@ __global__ void kernATrous( int stepwidth = (int) pow(2.f, (float)iter - 1.f); int r = filter_size / 2; + // TODO + r = 2; + float h[3] = { 3.f / 8.f, 1.f / 8.f, 1.f / 16.f }; glm::vec3 acc = glm::vec3(0.f); float norm_factor = 0.0f; glm::vec3 normal = gBuffer[idx].nor; @@ -367,7 +370,9 @@ __global__ void kernATrous( if (rx < 0 || rx >= cam.resolution.x || ry < 0 || ry >= cam.resolution.y) { continue; } - float gaussian = exp(-(i * i + j * j) * stepwidth * stepwidth / 2.f); + int d = (int) max(abs(i), abs(j)); + float gaussian = h[d]; + //float gaussian = exp(-(i * i + j * j) * stepwidth * stepwidth / 2.f); int r_idx = rx + ry * cam.resolution.x; float w_rt = min(1.f, exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_rt)); @@ -549,8 +554,8 @@ void pathtrace(int frame, int iter) { float var_x = sum2.z / num_paths - u_x * u_x; const int filterSize = ui_filterSize; - - for (int i = 1; i <= ui_filterIterations; i++) { + int filterIterations = filterSize / 25; + for (int i = 1; i <= filterIterations; i++) { kernATrous<<>>(cam, i, filterSize, var_rt, var_n, var_x, dev_denoiser_A, dev_denoiser_B, dev_paths, dev_gBuffer); glm::vec3 *tmp = dev_denoiser_A; From b8a55c3be73422bc0de9589b95972e3c15afc66f Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 14:55:23 -0400 Subject: [PATCH 12/20] checkpoint --- src/pathtrace.cu | 70 +++++++++++++++++++++++++++++------------------- 1 file changed, 43 insertions(+), 27 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index a0aae8a..e04dafa 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -375,9 +375,12 @@ __global__ void kernATrous( //float gaussian = exp(-(i * i + j * j) * stepwidth * stepwidth / 2.f); int r_idx = rx + ry * cam.resolution.x; - float w_rt = min(1.f, exp(-glm::length(pathSegments[idx].color - pathSegments[r_idx].color) / var_rt)); - float w_n = min(1.f, exp(-glm::length(normal - gBuffer[r_idx].nor) / var_n)); - float w_p = min(1.f, exp(-glm::length(position - gBuffer[r_idx].pos) / var_x)); + glm::vec3 t = pathSegments[idx].color - pathSegments[r_idx].color; + float w_rt = min(1.f, exp(-glm::dot(t, t) / var_rt)); + t = normal - gBuffer[r_idx].nor; + float w_n = min(1.f, exp(-glm::dot(t, t) / var_n)); + t = position - gBuffer[r_idx].pos; + float w_p = min(1.f, exp(-glm::dot(t, t) / var_x)); float w = gaussian * w_rt * w_n * w_p; norm_factor += w; @@ -441,6 +444,15 @@ __global__ void finalGather(int nPaths, glm::vec3 * image, PathSegment * iterati } } +__global__ void finalGatherDenoise(int nPaths, glm::vec3 *image, glm::vec3 *iterationDenoise) { + int index = (blockIdx.x * blockDim.x) + threadIdx.x; + + if (index < nPaths) + { + image[index] += iterationDenoise[index]; + } +} + /** * Wrapper for the __global__ call that sets up the kernel calls and does a ton * of memory management @@ -538,31 +550,35 @@ void pathtrace(int frame, int iter) { iterationComplete = depth == traceDepth; } - // Assemble this iteration and apply it to the image - dim3 numBlocksPixels = (pixelcount + blockSize1d - 1) / blockSize1d; - finalGather<<>>(num_paths, dev_image, dev_paths); - - // Denoising - kernFillWeightArrays<<>>(num_paths, dev_w_len, dev_w_len2, dev_paths, dev_gBuffer); - glm::vec3 sum = thrust::reduce(thrust::device, dev_w_len, dev_w_len + num_paths, glm::vec3(0.f), sum_vec()); - glm::vec3 sum2 = thrust::reduce(thrust::device, dev_w_len2, dev_w_len2 + num_paths, glm::vec3(0.f), sum_vec()); - float u_rt = sum.x / num_paths; - float u_n = sum.y / num_paths; - float u_x = sum.z / num_paths; - float var_rt = sum2.x / num_paths - u_rt * u_rt; - float var_n = sum2.y / num_paths - u_n * u_n; - float var_x = sum2.z / num_paths - u_x * u_x; - - const int filterSize = ui_filterSize; - int filterIterations = filterSize / 25; - for (int i = 1; i <= filterIterations; i++) { - kernATrous<<>>(cam, i, filterSize, var_rt, var_n, var_x, - dev_denoiser_A, dev_denoiser_B, dev_paths, dev_gBuffer); - glm::vec3 *tmp = dev_denoiser_A; - dev_denoiser_A = dev_denoiser_B; - dev_denoiser_B = tmp; + dim3 numBlocksPixels = (pixelcount + blockSize1d - 1) / blockSize1d; + if (ui_denoise) { + // Denoising + kernFillWeightArrays<<>>(num_paths, dev_w_len, dev_w_len2, dev_paths, dev_gBuffer); + glm::vec3 sum = thrust::reduce(thrust::device, dev_w_len, dev_w_len + num_paths, glm::vec3(0.f), sum_vec()); + glm::vec3 sum2 = thrust::reduce(thrust::device, dev_w_len2, dev_w_len2 + num_paths, glm::vec3(0.f), sum_vec()); + float u_rt = sum.x / num_paths; + float u_n = sum.y / num_paths; + float u_x = sum.z / num_paths; + float var_rt = sum2.x / num_paths - u_rt * u_rt; + float var_n = sum2.y / num_paths - u_n * u_n; + float var_x = sum2.z / num_paths - u_x * u_x; + + const int filterSize = ui_filterSize; + int filterIterations = filterSize / 25; // use 5x5 filter + for (int i = 1; i <= filterIterations; i++) { + kernATrous<<>>(cam, i, filterSize, var_rt, var_n, var_x, + dev_denoiser_A, dev_denoiser_B, dev_paths, dev_gBuffer); + glm::vec3 *tmp = dev_denoiser_A; + dev_denoiser_A = dev_denoiser_B; + dev_denoiser_B = tmp; + } + // Assemble denoised iteration and apply it to the image + finalGatherDenoise<<>>(num_paths, dev_image, dev_denoiser_A); + } + else { + // Assemble this iteration and apply it to the image + finalGather<<>>(num_paths, dev_image, dev_paths); } - /////////////////////////////////////////////////////////////////////////// // CHECKITOUT: use dev_image as reference if you want to implement saving denoised images. From 86d57d32cf7c55073033befeee11574d81c446b2 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 16:00:21 -0400 Subject: [PATCH 13/20] working --- src/pathtrace.cu | 33 +++++++++++++++++++-------------- 1 file changed, 19 insertions(+), 14 deletions(-) diff --git a/src/pathtrace.cu b/src/pathtrace.cu index e04dafa..4240501 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -138,6 +138,7 @@ static glm::vec3 *dev_denoiser_A = NULL; static glm::vec3 *dev_denoiser_B = NULL; static glm::vec3 *dev_w_len = NULL; static glm::vec3 *dev_w_len2 = NULL; +static glm::vec3 *dev_image_denoised = NULL; void pathtraceInit(Scene *scene) { hst_scene = scene; @@ -173,6 +174,9 @@ void pathtraceInit(Scene *scene) { cudaMalloc(&dev_w_len2, pixelcount * sizeof(glm::vec3)); cudaMemset(dev_w_len2, 0, pixelcount * sizeof(glm::vec3)); + cudaMalloc(&dev_image_denoised, pixelcount * sizeof(glm::vec3)); + cudaMemset(dev_image_denoised, 0, pixelcount * sizeof(glm::vec3)); + checkCUDAError("pathtraceInit"); } @@ -188,6 +192,7 @@ void pathtraceFree() { cudaFree(dev_denoiser_B); cudaFree(dev_w_len); cudaFree(dev_w_len2); + cudaFree(dev_image_denoised); checkCUDAError("pathtraceFree"); } @@ -338,13 +343,14 @@ __global__ void shadeSimpleMaterials ( __global__ void kernATrous( Camera cam, int iter, + int rt_iter, int filter_size, float var_rt, float var_n, float var_x, glm::vec3 *denoiserA, glm::vec3 *denoiserB, - PathSegment *pathSegments, + glm::vec3 *image, GBufferPixel *gBuffer) { int x = (blockIdx.x * blockDim.x) + threadIdx.x; int y = (blockIdx.y * blockDim.y) + threadIdx.y; @@ -375,7 +381,7 @@ __global__ void kernATrous( //float gaussian = exp(-(i * i + j * j) * stepwidth * stepwidth / 2.f); int r_idx = rx + ry * cam.resolution.x; - glm::vec3 t = pathSegments[idx].color - pathSegments[r_idx].color; + glm::vec3 t = (image[idx] - image[r_idx]) / (float) rt_iter; float w_rt = min(1.f, exp(-glm::dot(t, t) / var_rt)); t = normal - gBuffer[r_idx].nor; float w_n = min(1.f, exp(-glm::dot(t, t) / var_n)); @@ -386,7 +392,7 @@ __global__ void kernATrous( norm_factor += w; if (iter == 1) { // read from raytraced, paths -> B - acc += w * pathSegments[r_idx].color; + acc += w * image[r_idx] / (float) rt_iter; } else { // A -> B @@ -444,12 +450,12 @@ __global__ void finalGather(int nPaths, glm::vec3 * image, PathSegment * iterati } } -__global__ void finalGatherDenoise(int nPaths, glm::vec3 *image, glm::vec3 *iterationDenoise) { +__global__ void finalGatherDenoise(int nPaths, glm::vec3 *image, glm::vec3 *denoised) { int index = (blockIdx.x * blockDim.x) + threadIdx.x; if (index < nPaths) { - image[index] += iterationDenoise[index]; + image[index] = denoised[index]; } } @@ -551,6 +557,9 @@ void pathtrace(int frame, int iter) { } dim3 numBlocksPixels = (pixelcount + blockSize1d - 1) / blockSize1d; + // Assemble this iteration and apply it to the image + finalGather <<>> (num_paths, dev_image, dev_paths); + if (ui_denoise) { // Denoising kernFillWeightArrays<<>>(num_paths, dev_w_len, dev_w_len2, dev_paths, dev_gBuffer); @@ -564,20 +573,16 @@ void pathtrace(int frame, int iter) { float var_x = sum2.z / num_paths - u_x * u_x; const int filterSize = ui_filterSize; - int filterIterations = filterSize / 25; // use 5x5 filter + int filterIterations = log2(filterSize / 5) + 1; for (int i = 1; i <= filterIterations; i++) { - kernATrous<<>>(cam, i, filterSize, var_rt, var_n, var_x, - dev_denoiser_A, dev_denoiser_B, dev_paths, dev_gBuffer); + kernATrous<<>>(cam, i, iter, filterSize, var_rt, var_n, var_x, + dev_denoiser_A, dev_denoiser_B, dev_image, dev_gBuffer); glm::vec3 *tmp = dev_denoiser_A; dev_denoiser_A = dev_denoiser_B; dev_denoiser_B = tmp; } // Assemble denoised iteration and apply it to the image - finalGatherDenoise<<>>(num_paths, dev_image, dev_denoiser_A); - } - else { - // Assemble this iteration and apply it to the image - finalGather<<>>(num_paths, dev_image, dev_paths); + finalGatherDenoise<<>>(num_paths, dev_image_denoised, dev_denoiser_A); } /////////////////////////////////////////////////////////////////////////// @@ -596,7 +601,7 @@ void showDenoiser(uchar4 *pbo) { const dim3 blocksPerGrid2d( (cam.resolution.x + blockSize2d.x - 1) / blockSize2d.x, (cam.resolution.y + blockSize2d.y - 1) / blockSize2d.y); - denoiserToPBO<<>>(pbo, cam.resolution, dev_denoiser_B); + denoiserToPBO<<>>(pbo, cam.resolution, dev_image_denoised); } // CHECKITOUT: this kernel "post-processes" the gbuffer/gbuffers into something that you can visualize for debugging. From b516edf462fbea0ad26a1334d83055c6f0bdb129 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 16:46:05 -0400 Subject: [PATCH 14/20] save image and add timer --- src/main.cpp | 27 ++++++++++++++++++++++++++- src/main.h | 1 - src/pathtrace.cu | 2 ++ src/scene.cpp | 3 +++ src/sceneStructs.h | 3 ++- 5 files changed, 33 insertions(+), 3 deletions(-) diff --git a/src/main.cpp b/src/main.cpp index bdae98f..b1c2a4c 100644 --- a/src/main.cpp +++ b/src/main.cpp @@ -26,7 +26,6 @@ bool ui_showGbuffer = false; bool ui_denoise = false; int ui_filterSize = 80; int lastFilterSize = 80; -int ui_filterIterations = 3; float ui_colorWeight = 0.45f; float ui_normalWeight = 0.35f; float ui_positionWeight = 0.2f; @@ -120,6 +119,19 @@ void saveImage() { // CHECKITOUT img.savePNG(filename); //img.saveHDR(filename); // Save a Radiance HDR file + + image imgDenoised(width, height); + + for (int x = 0; x < width; x++) { + for (int y = 0; y < height; y++) { + int index = x + (y * width); + glm::vec3 pix = renderState->imageDenoised[index]; + imgDenoised.setPixel(width - 1 - x, y, glm::vec3(pix) / samples); + } + } + ss << "_denoised"; + filename = ss.str(); + imgDenoised.savePNG(filename); } void runCuda() { @@ -165,9 +177,22 @@ void runCuda() { if (iteration < ui_iterations) { iteration++; + // start timer + cudaEvent_t start, stop; + cudaEventCreate(&start); + cudaEventCreate(&stop); + cudaEventRecord(start); + // execute the kernel int frame = 0; pathtrace(frame, iteration); + + // time + cudaEventRecord(stop); + cudaEventSynchronize(stop); + float milliseconds = 0.f; + cudaEventElapsedTime(&milliseconds, start, stop); + std::cout << "Iteration " << iteration << ": " << milliseconds << " ms" << std::endl; } if (ui_denoise) { diff --git a/src/main.h b/src/main.h index 88bef3d..06d311a 100644 --- a/src/main.h +++ b/src/main.h @@ -37,7 +37,6 @@ extern int startupIterations; extern bool ui_showGbuffer; extern bool ui_denoise; extern int ui_filterSize; -extern int ui_filterIterations; extern float ui_colorWeight; extern float ui_normalWeight; extern float ui_positionWeight; diff --git a/src/pathtrace.cu b/src/pathtrace.cu index 4240501..74ab485 100644 --- a/src/pathtrace.cu +++ b/src/pathtrace.cu @@ -591,6 +591,8 @@ void pathtrace(int frame, int iter) { // Retrieve image from GPU cudaMemcpy(hst_scene->state.image.data(), dev_image, pixelcount * sizeof(glm::vec3), cudaMemcpyDeviceToHost); + cudaMemcpy(hst_scene->state.imageDenoised.data(), dev_image_denoised, + pixelcount * sizeof(glm::vec3), cudaMemcpyDeviceToHost); checkCUDAError("pathtrace"); } diff --git a/src/scene.cpp b/src/scene.cpp index cbae043..934df5c 100644 --- a/src/scene.cpp +++ b/src/scene.cpp @@ -146,6 +146,9 @@ int Scene::loadCamera() { state.image.resize(arraylen); std::fill(state.image.begin(), state.image.end(), glm::vec3()); + state.imageDenoised.resize(arraylen); + std::fill(state.imageDenoised.begin(), state.imageDenoised.end(), glm::vec3()); + cout << "Loaded camera!" << endl; return 1; } diff --git a/src/sceneStructs.h b/src/sceneStructs.h index 3d5b62f..d276568 100644 --- a/src/sceneStructs.h +++ b/src/sceneStructs.h @@ -58,9 +58,10 @@ struct RenderState { std::vector image; std::string imageName; + std::vector imageDenoised; + // denoiser parameters int filterSize; - int filterIterations; }; struct PathSegment { From b13ee68801fa0087c573e656015e5cb9e64300e7 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 17:02:50 -0400 Subject: [PATCH 15/20] save denoised img --- img/cornell.2020-10-18_20-59-08z.1009samp.png | Bin 0 -> 1395072 bytes ...2020-10-18_20-59-08z.1009samp_denoised.png | Bin 0 -> 229358 bytes src/main.cpp | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 img/cornell.2020-10-18_20-59-08z.1009samp.png create mode 100644 img/cornell.2020-10-18_20-59-08z.1009samp_denoised.png diff --git a/img/cornell.2020-10-18_20-59-08z.1009samp.png b/img/cornell.2020-10-18_20-59-08z.1009samp.png new file mode 100644 index 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HcmV?d00001 diff --git a/scenes/cornell_ceiling_light.txt b/scenes/cornell_ceiling_light.txt index 15af5f1..6a3542d 100644 --- a/scenes/cornell_ceiling_light.txt +++ b/scenes/cornell_ceiling_light.txt @@ -52,7 +52,7 @@ EMITTANCE 0 CAMERA RES 800 800 FOVY 45 -ITERATIONS 10 +ITERATIONS 5000 DEPTH 8 FILE cornell EYE 0.0 5 10.5 From 0f886fd0d96f200fd62969594c25c3cb4fa65ac6 Mon Sep 17 00:00:00 2001 From: Tracy-Yan <33076509+Tracy-Yan@users.noreply.github.com> Date: Sun, 18 Oct 2020 17:30:36 -0400 Subject: [PATCH 17/20] Update README.md --- README.md | 58 ++++++++++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 53 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index f044c82..14a0f27 100644 --- a/README.md +++ b/README.md @@ -3,11 +3,59 @@ CUDA Denoiser For CUDA Path Tracer **University of Pennsylvania, CIS 565: GPU Programming and Architecture, Project 4** -* (TODO) YOUR NAME HERE -* Tested on: (TODO) Windows 22, i7-2222 @ 2.22GHz 22GB, GTX 222 222MB (Moore 2222 Lab) +* Han Yan +* Tested on: CETS Virtual Lab -### (TODO: Your README) +### Performance Analysis -*DO NOT* leave the README to the last minute! It is a crucial part of the -project, and we will not be able to grade you without a good README. +* Influence on number of iterations + * scenes/cornell.txt + + Without denoising, this scene takes about 4000 to 5000 iterations to get a smooth image. + + With denoising, the image after 1000 iterations is already quite snooth. + + * Without denoising (1000 iterations) + + ![](img/cornell.2020-10-18_20-59-08z.1009samp.png) + + * Denoising (1000 iterations) + + ![](img/cornell.2020-10-18_20-59-08z.1009samp_denoised.png) + + * scenes/cornell_ceiling_light.txt + + Without denoising: 1500 iterations + + With denoising: 600 iterations + + * Without denoising (600 iterations) + + ![](img/cornell.2020-10-18_21-12-10z.666samp.png) + + * Denoising (600 iterations) + + ![](img/cornell.2020-10-18_21-12-10z.666samp_denoised.png) + + Denoising is more effective on scenes/cornell.txt, where the lighting is more sparse. This is reasonable since sparse lighting can create many 'black' pixels in the raw raytracing image, generating lots of noise. And denoising can seem more effective on noisy image. + +* Influence on run time + + * Tested with 'scenes/cornell.txt', filter size 80 + + Without denoising, each iteration takes about ~37 ms. But when denoising is turned on, each iteration takes ~100 ms. + So each iteration of filtering can take up to 12 ms. + + This additional run time by denoiser can become more trivial in cases where raw path tracing takes longer time. + + * Tested with 'scenes/cornell_ceiling_light.txt', filter size 80 + + Without denoising, each iteration takes about ~34 ms. But when denoising is turned on, each iteration takes ~96 ms. + + Each iteration of filtering still takes the same amount of time. + +* Effects on different material types + + I think it's more effective on diffusive materials. Since for diffusive materials, rays are scattered randomly, many rays may not reach emissive light source and the surface can be noisy. Denoising effectively mitigates the randomness and thus creates a smooth surface after fewer iterations. On the other hand, scattering on reflective/refrative surface is a bit more determined, so pixels neighboring each other can be quite similar even without denoising. + From 5b04a7a5fe958527bf4fba2872fbee857db38f40 Mon Sep 17 00:00:00 2001 From: Tracy-Yan <33076509+Tracy-Yan@users.noreply.github.com> Date: Sun, 18 Oct 2020 17:32:37 -0400 Subject: [PATCH 18/20] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 14a0f27..140f186 100644 --- a/README.md +++ b/README.md @@ -47,7 +47,7 @@ CUDA Denoiser For CUDA Path Tracer Without denoising, each iteration takes about ~37 ms. But when denoising is turned on, each iteration takes ~100 ms. So each iteration of filtering can take up to 12 ms. - This additional run time by denoiser can become more trivial in cases where raw path tracing takes longer time. + This additional run time by denoiser can become more trivial in cases where raw path tracing takes longer time (eg. higher resolution). * Tested with 'scenes/cornell_ceiling_light.txt', filter size 80 From 45e223b192430fdd556321c1a47acf8158b47746 Mon Sep 17 00:00:00 2001 From: HAN YAN Date: Sun, 18 Oct 2020 17:45:13 -0400 Subject: [PATCH 19/20] img filter size 40 --- ....2020-10-18_21-36-05z.1010samp_denoised.png | Bin 0 -> 250362 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 img/cornell.2020-10-18_21-36-05z.1010samp_denoised.png diff --git a/img/cornell.2020-10-18_21-36-05z.1010samp_denoised.png b/img/cornell.2020-10-18_21-36-05z.1010samp_denoised.png new file mode 100644 index 0000000000000000000000000000000000000000..aa683b90845f21a5bb9c93f87fadb9776fd16361 GIT binary patch literal 250362 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Since for diffusive materials, rays are scattered randomly, many rays may not reach emissive light source and the surface can be noisy. Denoising effectively mitigates the randomness and thus creates a smooth surface after fewer iterations. On the other hand, scattering on reflective/refrative surface is a bit more determined, so pixels neighboring each other can be quite similar even without denoising. +* Varying filter size + + * Using 'scenes/cornell.txt', denoising with filter size 40 takes ~50 ms, whereas denoising with filter size 80 takes ~63 ms. Filter size 40 requires one less filtering iteration than 80, and the difference in time corresponds to exactly one iteration of filtered calculated previously. Smaller filter size reduces run time. + + * Visual comparison (1000 iterations) + + Filter size = 40 + + ![](img/cornell.2020-10-18_21-36-05z.1010samp_denoised.png) + + Filter size = 80 + + ![](img/cornell.2020-10-18_20-59-08z.1009samp_denoised.png) + + It seems to me that filter size 80 generates a smoother image. For different scenes, there could be different optimal filter sizes.

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