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BoofCV is an open source Java library for real-time computer vision and robotics applications.
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/*
* Copyright (c) 2021, Peter Abeles. All Rights Reserved.
*
* This file is part of BoofCV (http://boofcv.org).
*
* 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.
*/
package boofcv.alg.scene.bow;
import boofcv.misc.BoofLambdas;
import org.ddogleg.sorting.QuickSelect;
import org.ddogleg.struct.FastAccess;
import org.jetbrains.annotations.Nullable;
import java.util.Collections;
/**
* Utility functions related to Bag-of-Words methods
*
* @author Peter Abeles
*/
public class BowUtils {
/**
* When dealing with 1 million images using quick select first makes a significant improvement
* Sorting everything was taking 300 to 500 ms before and after it was taking 15 to 45 ms.
*/
public static void filterAndSortMatches(
FastAccess matches, @Nullable BoofLambdas.FilterInt filter, int limit ) {
if (filter !=null) {
// Iterate until the limit the best 'limit' matches pass the filter
int startIdx = 0;
while (startIdx < matches.size) {
// Select first set of possible matches
if (limit < matches.size)
QuickSelect.select(matches.data, limit-startIdx, startIdx, matches.size);
// Filter these. This will potentially mess up the order
int localLimit = Math.min(limit, matches.size);
for (int i = startIdx; i < localLimit;) {
if (filter.keep(matches.get(i).identification)) {
i++;
continue;
}
// Swap an element at the end of the list the quick sort region in to the current location
matches.swap(i, localLimit-1);
// Take the mach which got filtered out and remove it from the match list entirely
matches.removeSwap(localLimit-1);
// quick sort region is now smaller
localLimit--;
}
// If the local limit is the same as the hard limit then stop
if (localLimit==Math.min(limit, matches.size))
break;
startIdx += localLimit - startIdx;
}
matches.size = Math.min(matches.size, limit);
} else {
// Very simple logic if there's no filter
if (matches.size > limit) {
// Quick select ensures that the first N elements have the smallest N values, but they are not ordered
QuickSelect.select(matches.data, limit, matches.size);
matches.size = limit;
}
}
Collections.sort(matches.toList());
}
}
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