| /** @file generic.c | |
| ** @author Andrea Vedaldi | |
| ** @brief Generic - Definition | |
| **/ | |
| /* AUTORIGHTS | |
| Copyright (C) 2007-09 Andrea Vedaldi and Brian Fulkerson | |
| This file is part of VLFeat, available in the terms of the GNU | |
| General Public License version 2. | |
| */ | |
| /** | |
| @mainpage VLFeat -- Vision Lab Features Library | |
| @version __VLFEAT_VERSION__ | |
| @author Andrea Vedaldi (vedaldi@cs.ucla.edu) | |
| @author Brian Fulkerson (bfulkers@cs.ucla.edu) | |
| @par Copyright © 2007-09 Andrea Vedaldi and Brian Fulkerson | |
| <em>VLFeat C library contains implementations of common computer | |
| vision algorithms, with a special focus on visual features for | |
| matching image regions. Applications include structure from motion | |
| and object and category detection and recognition. | |
| We strive to make the library free of clutter, portable (VLFeat is | |
| largely C-89 compatible), and self- documented. Different parts of | |
| the library are weakly interdependent, simplifying understanding and | |
| extraction of code.</em> | |
| @section main-contents Contents | |
| - @ref design "Design Concepts" | |
| - @ref design-objects "Objects" | |
| - @ref design-resources "Memory and resource management" | |
| - @ref design-threads "Multi-threading" | |
| - @ref design-portability "Portability" | |
| - @ref main-glossary "Glossary" | |
| - Support functionalities | |
| - @ref host.h "Platform abstraction" | |
| - @ref generic.h "Errors, memory, logging, and others" | |
| - @ref random.h "Random number generator" | |
| - @ref mathop.h "Math operations" | |
| - @ref heap.h "Heap (priority queue)" | |
| - @ref stringop.h "String operations" | |
| - @ref imop.h "Image operations" | |
| - @ref pgm.h "PGM reading and writing" | |
| - @ref rodrigues.h "Rodrigues formula" | |
| - @ref mexutils.h "MATLAB MEX helper functions" | |
| - Algorithms | |
| - @ref sift.h "Scale Invariant Feature Transform (SIFT)" | |
| - @ref dsift.h "Dense SIFT (DSIFT)" | |
| - @ref mser.h "Maximally Stable Extremal Regions (MSER)" | |
| - @ref ikmeans.h "Integer K-means (IKM)" | |
| - @ref hikmeans.h "Hierarchical Integer K-means (HIKM)" | |
| - @ref aib.h "Agglomerative Information Bottleneck (AIB)" | |
| - @ref quickshift.h "Quick shift image segmentation" | |
| - @ref kdtree.h "KDTree (fast and approximate nearest neighbors)" | |
| @section design VLFeat Design Concepts | |
| VLFeat follows a simple but rigorous design that makes it portable | |
| and simple to use in conjunction with high level language such as | |
| MATLAB. This section illustrates and motivates the aspects of the | |
| design that are relevant to the users of the library. Most of the | |
| features discussed in here are implemented in the @ref generic.h | |
| module. | |
| @subsection design-objects Objects | |
| Most of VLFeat functionalities are implemented as opaque data | |
| structures, to which we refer as "objects". Typically, you create an | |
| object by means of a constructor function and dispose of it by means | |
| of a destructor function. The data member of the object should not be | |
| accessed directly, but by means of appropriate accessor functions | |
| (typically containing the @c _get and _set keywords in their names). | |
| @subsection design-resources Memory and Resource Management | |
| Resource management in VLFeat is minimal. In most cases, you can | |
| assume that VLFeat does not provide any resource management | |
| functionality at all. Objects or memory blocks allocated by the | |
| library but owned by the client must be explicitly disposed. The | |
| following rule helps identifying such blocks and objects: | |
| <b> The client owns a memory block or object if, and only if, it is | |
| returned by a library call containing the keywords @c _new or @c | |
| _copy, or by the allocator functions ::vl_malloc, ::vl_calloc, | |
| ::vl_realloc.</b> | |
| More in detail, the following rules apply: | |
| - Memory is the only managed resource. Other resources used by the | |
| library (e.g. files) are either passed to the library by the | |
| client, or acquired and released within the scope of a library | |
| function call. | |
| - The memory manager can be customized through ::vl_set_alloc_func | |
| (which sets the implementations of ::vl_malloc, ::vl_realloc, | |
| ::vl_calloc and ::vl_free). The library allocates memory only through | |
| these functions. | |
| - The memory manager is global to all threads. | |
| - At any moment, there is only one memory manager in | |
| existence. ::vl_set_alloc_func can be used only before any other | |
| function is invoked, or right before or after the previous memory | |
| manager has relinquished all memory. | |
| - Such rules apply both to the library client and to the library | |
| implementation. The only exception regards the memory allocated in | |
| the global library state, which uses the native memory manager. | |
| These rules make it possible to undo all the work done by the | |
| library at any given instant. Disposing the memory allocated by the | |
| custom memory manager essentially "resets" the library (except for | |
| its global state). This functionality is used extensively in the | |
| implementation of MATLAB MEX functions that access the library to | |
| support abrupt interruption. | |
| @note The rules guarantee that all memory allocated by the library | |
| at any given time is allocated by the same memory manager, except | |
| for the global state that should survive the "reset" | |
| operation. In order to support multiple memory managers, one | |
| should keep track of the allocator of each object (or memory | |
| block). Moreover, partial de-allocation of a pool of objects is | |
| dangerous, as such objects may be referred by other objects that | |
| are not being de-allocated, corrupting their state. A proper | |
| solution to the latter problem is the retain/release mechanism | |
| implemented, for instance, by Apple Core Foundation or Cocoa. | |
| @subsection design-threads Multi-threading | |
| The library is currently <em>not</em> thread safe, but this support | |
| will be added in a future release. | |
| The library is almost entirely reentrant. The only thread-sensitive | |
| operations are on the global library state and are limited to: | |
| - Global library configuration (e.g. ::vl_set_alloc_func). | |
| - Random number generator state (@ref random.h). | |
| - Error handling (e.g. ::vl_err_no). | |
| @subsection design-portability Portability features | |
| Platform dependent details are isolated in the @ref generic.h | |
| library module. These include: | |
| - Atomic types (e.g. ::vl_int32). | |
| - Special syntaxes for the declaration of symbols exported by the library | |
| and inline functions (e.g. ::VL_EXPORT). | |
| - Host-dependent conversion of data endianess | |
| (e.g. ::vl_swap_host_big_endianness_8()). | |
| VLFeat uses processor specific features (e.g. Intel SSE) if those | |
| are available at compile time. | |
| <!-- @see http://www.macresearch.org/how_to_properly_use_sse3_and_ssse3_and_future_intel_vector_extensions_0 --> | |
| @section main-glossary Glossary | |
| - <b>Column-major.</b> A <em>M x N </em> matrix <em>A</em> is | |
| stacked with column-major order as the sequence \f$(A_{11}, A_{21}, | |
| \dots, A_{12}, \dots)\f$. More in general, when stacking a multi | |
| dimensional array this indicates that the first index is the one | |
| varying most quickly, with the other followed in the natural order. | |
| - <b>Opaque structure.</b> A structure is opaque if the user is not supposed | |
| to access its member directly, but through appropriate interface functions. | |
| Opaque structures are commonly used to define objects. | |
| - <b>Row-major.</b> A <em>M x N </em> matrix <em>A</em> is | |
| stacked with row-major order as the sequence \f$(A_{11}, A_{12}, | |
| \dots, A_{21}, \dots)\f$. More in general, when stacking a multi | |
| dimensional array this indicates that the last index is the one | |
| varying most quickly, with the other followed in reverse order. | |
| - <b>Feature frame.</b> A <em>feature frame</em> is the geometrical | |
| description of a visual features. For instance, the frame of | |
| a @ref sift.h "SIFT feature" is oriented disk and the frame of | |
| @ref mser.h "MSER feature" is either a compact and connected set or | |
| a disk. | |
| - <b>Feature descriptor.</b> A <em>feature descriptor</em> is a quantity | |
| (usually a vector) which describes compactly the appearance of an | |
| image region (usually corresponding to a feature frame). | |
| **/ | |
| /** | |
| @file generic.h | |
| This module provides the following functionalities: | |
| - @ref generic-preproc | |
| - @ref generic-error | |
| - @ref generic-memory | |
| - @ref generic-logging | |
| - @ref generic-time | |
| @section generic-preproc C preprocessor | |
| VLFeat provides a few C preprocessor macros of general | |
| utility. These include stringification (::VL_STRINGIFY, | |
| ::VL_XSTRINGIFY) and concatenation (::VL_CAT, ::VL_XCAT) of symbols. | |
| @section generic-error Error handling | |
| Some VLFeat functions signal errors as the standard C library. Such | |
| functions return 0 when they succeed and -1 when they fail, and set | |
| the global variable ::vl_err_no with a code identifying the error | |
| occurred. This variable is never set on success and should be | |
| examined right after an error had occurred. | |
| @section generic-memory Memory allocation | |
| VLFeat uses the ::vl_malloc(), ::vl_realloc(), ::vl_calloc() and | |
| ::vl_free() functions to allocate memory. Normally these functions | |
| are mapped to the underlying standard C library implementations. However | |
| ::vl_set_alloc_func() can be used to map them to other implementations. | |
| For instance, in MATALB MEX files these functions are mapped to | |
| the MATLAB equivalent which has a garbage collection mechanism to cope | |
| with interruptions during execution. | |
| @section generic-logging Logging | |
| VLFeat uses the macros ::VL_PRINT and ::VL_PRINTF to print progress or | |
| debug informations. These functions are normally mapped to the @c | |
| printf function of the underlying standard C library. However | |
| ::vl_set_printf_func() can be used to map it to a different | |
| implementation. For instance, in MATLAB MEX files this function is | |
| mapped to @c mexPrintf. Setting the function to @c NULL disables | |
| logging. | |
| @section generic-time Measruing time | |
| VLFeat provides ::vl_tic() and ::vl_toc() as an easy way of | |
| measuring elapsed time. | |
| **/ | |
| VL_EXPORT int vl_err_no = 0 ; | |
| VL_EXPORT char vl_err_msg [VL_ERR_MSG_LEN + 1] = "" ; | |
| /** ------------------------------------------------------------------ | |
| ** @brief Get version string | |
| ** @return library version string | |
| **/ | |
| VL_EXPORT | |
| char const * vl_get_version_string () | |
| { | |
| return VL_VERSION_STRING ; | |
| } | |
| /** ------------------------------------------------------------------ | |
| ** @brief Print information about the library | |
| ** @return library version string | |
| **/ | |
| VL_EXPORT | |
| void vl_print_info () | |
| { | |
| VL_PRINTF ("VLFeat version %s\n", vl_get_version_string()) ; | |
| vl_print_host_info () ; | |
| } | |
| /** @internal@brief A printf that does not do anything */ | |
| static int | |
| do_nothing_printf (char const* format, ...) | |
| { | |
| return 0 ; | |
| } | |
| /** @internal@brief Customizable @c malloc function pointer */ | |
| void *(*vl_malloc_func) (size_t) = &malloc ; | |
| /** @internal@brief Customizable @c realloc function pointer */ | |
| void *(*vl_realloc_func) (void*,size_t) = &realloc ; | |
| /** @internal@brief Customizable @c calloc function pointer */ | |
| void *(*vl_calloc_func) (size_t, size_t) = &calloc ; | |
| /** @internal@brief Customizable @c free function pointer */ | |
| void (*vl_free_func) (void*) = &free ; | |
| /** @internal@brief Customizable @c printf function pointer */ | |
| int (*vl_printf_func) (char const *, ...)= printf ; /* &do_nothing_printf ;*/ | |
| /** --------------------------------------------------------------- */ | |
| /** @fn ::vl_malloc(size_t) | |
| ** @brief Call customizable @c malloc function | |
| ** @param n number of bytes to allocate. | |
| ** | |
| ** The function calls the user customizable @c malloc. | |
| ** | |
| ** @return result of @c malloc | |
| **/ | |
| /** @fn ::vl_realloc(void*,size_t) | |
| ** @brief Call customizable @c resize function | |
| ** | |
| ** @param ptr buffer to reallocate. | |
| ** @param n number of bytes to allocate. | |
| ** | |
| ** The function calls the user-customizable @c realloc. | |
| ** | |
| ** @return result of the user-customizable @c realloc. | |
| **/ | |
| /** @fn ::vl_calloc(size_t,size_t) | |
| ** @brief Call customizable @c calloc function | |
| ** | |
| ** @param n size of each element in byte. | |
| ** @param size size of the array to allocate (number of elements). | |
| ** | |
| ** The function calls the user-customizable @c calloc. | |
| ** | |
| ** @return result of the user-customizable @c calloc. | |
| **/ | |
| /** @fn ::vl_free(void*) | |
| ** @brief Call customizable @c free function | |
| ** | |
| ** @param ptr buffer to free. | |
| ** | |
| ** The function calls the user customizable @c free. | |
| **/ | |
| /** ------------------------------------------------------------------ | |
| ** @brief Set memory allocation functions | |
| ** @param malloc_func pointer to @c malloc. | |
| ** @param realloc_func pointer to @c realloc. | |
| ** @param calloc_func pointer to @c calloc. | |
| ** @param free_func pointer to @c free. | |
| **/ | |
| VL_EXPORT | |
| void vl_set_alloc_func (void *(*malloc_func) (size_t), | |
| void *(*realloc_func) (void*, size_t), | |
| void *(*calloc_func) (size_t, size_t), | |
| void (*free_func) (void*)) | |
| { | |
| vl_malloc_func = malloc_func ; | |
| vl_realloc_func = realloc_func ; | |
| vl_calloc_func = calloc_func ; | |
| vl_free_func = free_func ; | |
| } | |
| VL_EXPORT | |
| void | |
| vl_set_printf_func (printf_func_t printf_func) | |
| { | |
| vl_printf_func = printf_func ? printf_func : do_nothing_printf ; | |
| } | |
| LARGE_INTEGER tic_freq ; | |
| LARGE_INTEGER tic_mark ; | |
| clock_t tic_mark ; /**< @internal Store clock time for ::vl_tic() */ | |
| /** ------------------------------------------------------------------ | |
| ** @brief Set time reference | |
| **/ | |
| void vl_tic() | |
| { | |
| QueryPerformanceFrequency(&tic_freq) ; | |
| QueryPerformanceCounter(&tic_mark) ; | |
| tic_mark = clock() ; | |
| } | |
| /** ------------------------------------------------------------------ | |
| ** @brief Get time since reference | |
| ** | |
| ** Returns the processor time elapsed since ::vl_tic() was called. | |
| ** | |
| ** @remark On UNIX, this function uses the @c clock() system call. | |
| ** On Windows, it uses the @c QueryPerformanceCounter() system call, | |
| ** which is more accurate than @c clock() on this platform. | |
| ** | |
| ** @return time in seconds. | |
| **/ | |
| double vl_toc() | |
| { | |
| LARGE_INTEGER toc_mark ; | |
| QueryPerformanceCounter(&toc_mark) ; | |
| return (double) (toc_mark.QuadPart - tic_mark.QuadPart) / tic_freq.QuadPart ; | |
| return (double) (clock() - tic_mark) / CLOCKS_PER_SEC ; | |
| } | |