Adds dnn inference module for simple convolutional networks. Reimplements srcnn filter based on it.
Signed-off-by: Pedro Arthur <bygrandao@gmail.com>
This commit is contained in:
parent
cba167934b
commit
bdf1bbdbb4
9 changed files with 2680 additions and 1093 deletions
64
libavfilter/dnn_interface.h
Normal file
64
libavfilter/dnn_interface.h
Normal file
|
@ -0,0 +1,64 @@
|
|||
/*
|
||||
* Copyright (c) 2018 Sergey Lavrushkin
|
||||
*
|
||||
* This file is part of FFmpeg.
|
||||
*
|
||||
* FFmpeg is free software; you can redistribute it and/or
|
||||
* modify it under the terms of the GNU Lesser General Public
|
||||
* License as published by the Free Software Foundation; either
|
||||
* version 2.1 of the License, or (at your option) any later version.
|
||||
*
|
||||
* FFmpeg is distributed in the hope that it will be useful,
|
||||
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
|
||||
* Lesser General Public License for more details.
|
||||
*
|
||||
* You should have received a copy of the GNU Lesser General Public
|
||||
* License along with FFmpeg; if not, write to the Free Software
|
||||
* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
|
||||
*/
|
||||
|
||||
/**
|
||||
* @file
|
||||
* DNN inference engine interface.
|
||||
*/
|
||||
|
||||
#ifndef AVFILTER_DNN_INTERFACE_H
|
||||
#define AVFILTER_DNN_INTERFACE_H
|
||||
|
||||
typedef enum {DNN_SUCCESS, DNN_ERROR} DNNReturnType;
|
||||
|
||||
typedef enum {DNN_NATIVE} DNNBackendType;
|
||||
|
||||
typedef enum {DNN_SRCNN} DNNDefaultModel;
|
||||
|
||||
typedef struct DNNData{
|
||||
float* data;
|
||||
int width, height, channels;
|
||||
} DNNData;
|
||||
|
||||
|
||||
typedef struct DNNModel{
|
||||
// Stores model that can be different for different backends.
|
||||
void* model;
|
||||
// Sets model input and output, while allocating additional memory for intermediate calculations.
|
||||
// Should be called at least once before model execution.
|
||||
DNNReturnType (*set_input_output)(void* model, const DNNData* input, const DNNData* output);
|
||||
} DNNModel;
|
||||
|
||||
// Stores pointers to functions for loading, executing, freeing DNN models for one of the backends.
|
||||
typedef struct DNNModule{
|
||||
// Loads model and parameters from given file. Returns NULL if it is not possible.
|
||||
DNNModel* (*load_model)(const char* model_filename);
|
||||
// Loads one of the default models
|
||||
DNNModel* (*load_default_model)(DNNDefaultModel model_type);
|
||||
// Executes model with specified input and output. Returns DNN_ERROR otherwise.
|
||||
DNNReturnType (*execute_model)(const DNNModel* model);
|
||||
// Frees memory allocated for model.
|
||||
void (*free_model)(DNNModel** model);
|
||||
} DNNModule;
|
||||
|
||||
// Initializes DNNModule depending on chosen backend.
|
||||
DNNModule* ff_get_dnn_module(DNNBackendType backend_type);
|
||||
|
||||
#endif
|
Loading…
Add table
Add a link
Reference in a new issue