// Copyright 2010 Google Inc. All Rights Reserved. // Author: rays@google.com (Ray Smith) /////////////////////////////////////////////////////////////////////// // File: intfeaturespace.h // Description: Indexed feature space based on INT_FEATURE_STRUCT. // Created: Wed Mar 24 10:55:30 PDT 2010 // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // http://www.apache.org/licenses/LICENSE-2.0 // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // /////////////////////////////////////////////////////////////////////// #ifndef TESSERACT_CLASSIFY_INTFEATURESPACE_H_ #define TESSERACT_CLASSIFY_INTFEATURESPACE_H_ #include "genericvector.h" #include "intproto.h" // Extent of x,y,theta in the input feature space. [0,255]. const int kIntFeatureExtent = 256; // Extent of x,y,theta dimensions in the quantized feature space. const int kBoostXYBuckets = 16; const int kBoostDirBuckets = 16; namespace tesseract { class IndexMap; // Down-sampling quantization of the INT_FEATURE_STRUCT feature space and // conversion to a single scalar index value, used as a binary feature space. class IntFeatureSpace { public: IntFeatureSpace(); // Default copy constructors and assignment OK! // Setup the feature space with the given dimensions. void Init(uint8_t xbuckets, uint8_t ybuckets, uint8_t thetabuckets); // Serializes the feature space definition to the given file. // Returns false on error. bool Serialize(FILE* fp) const; // DeSerializes the feature space definition from the given file. // If swap is true, the data is big/little-endian swapped. // Returns false on error. bool DeSerialize(bool swap, FILE* fp); // Returns the total size of the feature space. int Size() const { return static_cast(x_buckets_) * y_buckets_ * theta_buckets_; } // Returns an INT_FEATURE_STRUCT corresponding to the given index. // This is the inverse of the Index member. INT_FEATURE_STRUCT PositionFromIndex(int index) const; // Returns a 1-dimensional index corresponding to the given feature value. // Range is [0, Size()-1]. Inverse of PositionFromIndex member. int Index(const INT_FEATURE_STRUCT& f) const { return (XBucket(f.X) * y_buckets_ + YBucket(f.Y)) * theta_buckets_ + ThetaBucket(f.Theta); } // Bulk calls to Index. Maps the given array of features to a vector of // int32_t indices in the same order as the input. void IndexFeatures(const INT_FEATURE_STRUCT* features, int num_features, GenericVector* mapped_features) const; // Bulk calls to Index. Maps the given array of features to a vector of // sorted int32_t indices. void IndexAndSortFeatures(const INT_FEATURE_STRUCT* features, int num_features, GenericVector* sorted_features) const; // Returns a feature space index for the given x,y position in a display // window, or -1 if the feature is a miss. int XYToFeatureIndex(int x, int y) const; protected: // Converters to generate indices for individual feature dimensions. int XBucket(int x) const { int bucket = x * x_buckets_ / kIntFeatureExtent; return ClipToRange(bucket, 0, static_cast(x_buckets_) - 1); } int YBucket(int y) const { int bucket = y * y_buckets_ / kIntFeatureExtent; return ClipToRange(bucket, 0, static_cast(y_buckets_) - 1); } // Use DivRounded for theta so that exactly vertical and horizontal are in // the middle of a bucket. The Modulo takes care of the wrap-around. int ThetaBucket(int theta) const { int bucket = DivRounded(theta * theta_buckets_, kIntFeatureExtent); return Modulo(bucket, theta_buckets_); } // Returns an INT_FEATURE_STRUCT corresponding to the given buckets. INT_FEATURE_STRUCT PositionFromBuckets(int x, int y, int theta) const; // Feature space definition - serialized. uint8_t x_buckets_; uint8_t y_buckets_; uint8_t theta_buckets_; }; } // namespace tesseract. #endif // TESSERACT_CLASSIFY_INTFEATURESPACE_H_