| .TH SIFT 1 "" "VLFeat" "VLFeat" | |
| .\" ------------------------------------------------------------------ | |
| .SH NAME | |
| .\" ------------------------------------------------------------------ | |
| sift \- Scale Invariant Feature Transform | |
| .\" ------------------------------------------------------------------ | |
| .SH SYNOPSIS | |
| .\" ------------------------------------------------------------------ | |
| .B sift | |
| .RI [ options ] | |
| FILE .\|.\|. | |
| .\" ------------------------------------------------------------------ | |
| .SH OPTIONS | |
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| .TP | |
| .B \-v\fR,\fP \-\^\-verbose | |
| Increase verbosity level (may be repeated). | |
| .TP | |
| .B \-h\fR,\fP \-\^\-help | |
| Show options and version. | |
| .TP | |
| .BI \-\^\-output "\fR[=\fPFILESPEC\fR],\fP " \-o FILESPEC | |
| Enable/specify seeds output. | |
| .TP | |
| .BI \-\^\-frames \fR[=\fPFILESPEC\fR]\fP | |
| Enable/specify frames output. | |
| .TP | |
| .BI \-\^\-descriptors \fR[=\fPFILESPEC\fR]\fP | |
| Enable/specify descriptors output. | |
| .TP | |
| .BI \-\^\-gss \fR[=\fPFILESPEC\fR]\fP | |
| Enable/specify the Gaussian Scale Space (GSS) output. | |
| .TP | |
| .BI \-\^\-meta \fR[=\fPFILESPEC\fR]\fP | |
| Enable/specify meta output. | |
| .TP | |
| .BI \-\^\-first-octave \fR=\fPINTEGER | |
| Specifiy the index of the first octave of the GSS. | |
| .TP | |
| .BI \-\^\-edge-thresh \fR=\fPREAL | |
| Specify the edge threshold. | |
| .TP | |
| .BI \-\^\-peak-thresh \fR=\fPREAL | |
| Specify the peak threshold. | |
| .TP | |
| .BI \-\^\-read-frames \fR[=\fPFILESPEC\fR]\fP | |
| Enable/specify reading the frames from a file. | |
| .B \-\^\-orientations | |
| Force the computation of the frame orientations. | |
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| .SH DESCRIPTION | |
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| .B sift | |
| computes the | |
| .I Scale Invariant Feature Transform (SIFT). | |
| \. In the simplest case, | |
| .B sift | |
| reads an image file (in PGM format), computes the SIFT frames and | |
| their descriptors and write them to a file. Alternatively, | |
| .B --frames | |
| option can be used to suppress the standard output and produce a file | |
| with the feature frames only. Similarly, | |
| .B --descriptors | |
| suppresses the standard output and produce a file of descriptors only. | |
| .B --output | |
| can be used in combination with the previous too if the combined | |
| output of frames and descriptors is required. | |
| .P | |
| The | |
| .B --read-frames | |
| option bypasses the SIFT detector and reads the frames from the | |
| specified file. This option can be used iin combination with | |
| .B --orientations | |
| to read the frames but calculate their orientations anyway. Both option | |
| do not change how the frames and the descriptors are written to disk. | |
| Notice that if | |
| .B --orientations | |
| is used, the number of frames may change if multiple orientations are detected). | |
| .P | |
| A frame is an oriented ellipse (also called affine frame) and is | |
| specified by 6 floating point numbers (in order: coordinate of the | |
| center | |
| .I x | |
| and | |
| .I y, | |
| and elements | |
| .IR A11 , | |
| .IR A21 , | |
| .IR A21 , | |
| .I A22 | |
| of the matrix mapping the unit circle to the ellipse). A feature | |
| descriptor is an histogram. It is specifyied by 128 non-negative | |
| integer numbers. | |
| .P | |
| .B sift | |
| can process multiple images and derive the names of the various output | |
| files by means of | |
| .I FILESPEC | |
| (see | |
| .BR vlfeat (7)). | |
| Both frames and descriptors can be saved/loaded either in ascii or binary | |
| format. | |
| . | |
| .TP | |
| Ascii format | |
| . | |
| Each descriptor is a list of 128 decimal numbers and | |
| occupies a line of text. Each frame is a list of 5 numbers, | |
| specifying an elliptical frame, one per line of text. The combined | |
| output file (with both frames and descriptors) stores a frame | |
| .I and | |
| the corresponding descriptor for each line of text. | |
| . | |
| .TP | |
| Binary format | |
| . | |
| The binary format is similar to the ASCII format, except | |
| that each frame element is stored as an IEEE double floating point | |
| number (eight bytes) and each descriptor element is stored as an | |
| unsiged integer (one byte). The data is written in little | |
| endian order. | |
| . | |
| .\" ------------------------------------------------------------------ | |
| .SH EXAMPLES | |
| .\" ------------------------------------------------------------------ | |
| .TP | |
| sift test.pgm --peak-thresh=0.03 | |
| Caluclates the SIFT frames and descriptors of image | |
| .I /tmp/myimage.pgm | |
| with peak threshold equal to 0.03 | |
| and save them back to | |
| .I test.sift | |
| in ascii format. | |
| .TP | |
| sift test.pgm --frames | |
| Writes the frames to | |
| .I | |
| test.frame | |
| in ascii format and does not compute the descriptors. | |
| . | |
| .TP | |
| sift test.pgm --descriptors=bin:// | |
| writes only the frames to | |
| .IR test.descr. | |
| in binary format. | |
| . | |
| .TP | |
| sift test.pgm \-\^\-frames=my.frames -o bin:///tmp/%.sift | |
| writes the frames in ascii format to | |
| .I my.frames | |
| and the combined frames-descriptors file in binary format to | |
| .IR /tmp/test.sift . | |
| . | |
| .TP | |
| sift test1.pgm test2.pgm \-\^\-read-frames=bin:/tmp/%.key | |
| reads the | |
| frames of images | |
| .I test1.pgm | |
| and | |
| .I test2.pgm | |
| from the binary files | |
| .I /tmp/test1.key | |
| and | |
| .I /tmp/test2.key | |
| and writes the frames and their descriptors to the files | |
| .I test1.sift | |
| and | |
| .I test2.sift | |
| respectively. | |
| . | |
| .\" ------------------------------------------------------------------ | |
| .SH SEE ALSO | |
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| .BR vlfeat (7). | |
| D. G. Lowe. | |
| Distinctive image features from scale-invariant keypoints. | |
| .IR IJCV , | |
| 2(60):91-110, 2004. | |