这里有很好的答案，但我想要一个完全可用的类来解决这个问题。所以我做了一个。

这是我的BitmapHelper类，是OutOfMemoryError证明:-)

import java.io.File;
import java.io.FileInputStream;

import android.graphics.Bitmap;
import android.graphics.Bitmap.Config;
import android.graphics.BitmapFactory;
import android.graphics.Canvas;
import android.graphics.Matrix;
import android.graphics.drawable.BitmapDrawable;
import android.graphics.drawable.Drawable;

public class BitmapHelper
{

    //decodes image and scales it to reduce memory consumption
    public static Bitmap decodeFile(File bitmapFile, int requiredWidth, int requiredHeight, boolean quickAndDirty)
    {
        try
        {
            //Decode image size
            BitmapFactory.Options bitmapSizeOptions = new BitmapFactory.Options();
            bitmapSizeOptions.inJustDecodeBounds = true;
            BitmapFactory.decodeStream(new FileInputStream(bitmapFile), null, bitmapSizeOptions);

            // load image using inSampleSize adapted to required image size
            BitmapFactory.Options bitmapDecodeOptions = new BitmapFactory.Options();
            bitmapDecodeOptions.inTempStorage = new byte[16 * 1024];
            bitmapDecodeOptions.inSampleSize = computeInSampleSize(bitmapSizeOptions, requiredWidth, requiredHeight, false);
            bitmapDecodeOptions.inPurgeable = true;
            bitmapDecodeOptions.inDither = !quickAndDirty;
            bitmapDecodeOptions.inPreferredConfig = quickAndDirty ? Bitmap.Config.RGB_565 : Bitmap.Config.ARGB_8888;

            Bitmap decodedBitmap = BitmapFactory.decodeStream(new FileInputStream(bitmapFile), null, bitmapDecodeOptions);

            // scale bitmap to mathc required size (and keep aspect ratio)

            float srcWidth = (float) bitmapDecodeOptions.outWidth;
            float srcHeight = (float) bitmapDecodeOptions.outHeight;

            float dstWidth = (float) requiredWidth;
            float dstHeight = (float) requiredHeight;

            float srcAspectRatio = srcWidth / srcHeight;
            float dstAspectRatio = dstWidth / dstHeight;

            // recycleDecodedBitmap is used to know if we must recycle intermediary 'decodedBitmap'
            // (DO NOT recycle it right away: wait for end of bitmap manipulation process to avoid
            // java.lang.RuntimeException: Canvas: trying to use a recycled bitmap android.graphics.Bitmap@416ee7d8
            // I do not excatly understand why, but this way it's OK

            boolean recycleDecodedBitmap = false;

            Bitmap scaledBitmap = decodedBitmap;
            if (srcAspectRatio < dstAspectRatio)
            {
                scaledBitmap = getScaledBitmap(decodedBitmap, (int) dstWidth, (int) (srcHeight * (dstWidth / srcWidth)));
                // will recycle recycleDecodedBitmap
                recycleDecodedBitmap = true;
            }
            else if (srcAspectRatio > dstAspectRatio)
            {
                scaledBitmap = getScaledBitmap(decodedBitmap, (int) (srcWidth * (dstHeight / srcHeight)), (int) dstHeight);
                recycleDecodedBitmap = true;
            }

            // crop image to match required image size

            int scaledBitmapWidth = scaledBitmap.getWidth();
            int scaledBitmapHeight = scaledBitmap.getHeight();

            Bitmap croppedBitmap = scaledBitmap;

            if (scaledBitmapWidth > requiredWidth)
            {
                int xOffset = (scaledBitmapWidth - requiredWidth) / 2;
                croppedBitmap = Bitmap.createBitmap(scaledBitmap, xOffset, 0, requiredWidth, requiredHeight);
                scaledBitmap.recycle();
            }
            else if (scaledBitmapHeight > requiredHeight)
            {
                int yOffset = (scaledBitmapHeight - requiredHeight) / 2;
                croppedBitmap = Bitmap.createBitmap(scaledBitmap, 0, yOffset, requiredWidth, requiredHeight);
                scaledBitmap.recycle();
            }

            if (recycleDecodedBitmap)
            {
                decodedBitmap.recycle();
            }
            decodedBitmap = null;

            scaledBitmap = null;
            return croppedBitmap;
        }
        catch (Exception ex)
        {
            ex.printStackTrace();
        }
        return null;
    }

    /**
     * compute powerOf2 or exact scale to be used as {@link BitmapFactory.Options#inSampleSize} value (for subSampling)
     * 
     * @param requiredWidth
     * @param requiredHeight
     * @param powerOf2
     *            weither we want a power of 2 sclae or not
     * @return
     */
    public static int computeInSampleSize(BitmapFactory.Options options, int dstWidth, int dstHeight, boolean powerOf2)
    {
        int inSampleSize = 1;

        // Raw height and width of image
        final int srcHeight = options.outHeight;
        final int srcWidth = options.outWidth;

        if (powerOf2)
        {
            //Find the correct scale value. It should be the power of 2.

            int tmpWidth = srcWidth, tmpHeight = srcHeight;
            while (true)
            {
                if (tmpWidth / 2 < dstWidth || tmpHeight / 2 < dstHeight)
                    break;
                tmpWidth /= 2;
                tmpHeight /= 2;
                inSampleSize *= 2;
            }
        }
        else
        {
            // Calculate ratios of height and width to requested height and width
            final int heightRatio = Math.round((float) srcHeight / (float) dstHeight);
            final int widthRatio = Math.round((float) srcWidth / (float) dstWidth);

            // Choose the smallest ratio as inSampleSize value, this will guarantee
            // a final image with both dimensions larger than or equal to the
            // requested height and width.
            inSampleSize = heightRatio < widthRatio ? heightRatio : widthRatio;
        }

        return inSampleSize;
    }

    public static Bitmap drawableToBitmap(Drawable drawable)
    {
        if (drawable instanceof BitmapDrawable)
        {
            return ((BitmapDrawable) drawable).getBitmap();
        }

        Bitmap bitmap = Bitmap.createBitmap(drawable.getIntrinsicWidth(), drawable.getIntrinsicHeight(), Config.ARGB_8888);
        Canvas canvas = new Canvas(bitmap);
        drawable.setBounds(0, 0, canvas.getWidth(), canvas.getHeight());
        drawable.draw(canvas);

        return bitmap;
    }

    public static Bitmap getScaledBitmap(Bitmap bitmap, int newWidth, int newHeight)
    {
        int width = bitmap.getWidth();
        int height = bitmap.getHeight();
        float scaleWidth = ((float) newWidth) / width;
        float scaleHeight = ((float) newHeight) / height;

        // CREATE A MATRIX FOR THE MANIPULATION
        Matrix matrix = new Matrix();
        // RESIZE THE BIT MAP
        matrix.postScale(scaleWidth, scaleHeight);

        // RECREATE THE NEW BITMAP
        Bitmap resizedBitmap = Bitmap.createBitmap(bitmap, 0, 0, width, height, matrix, false);
        return resizedBitmap;
    }

}

我做了以下操作来获取图像并动态地调整它的大小。希望这能有所帮助

Bitmap bm;
bm = Bitmap.createScaledBitmap(BitmapFactory.decodeFile(filepath), 100, 100, true);
mPicture = new ImageView(context);
mPicture.setImageBitmap(bm);    

在将位图设置为imageview后，像这样回收它:

bitmap.recycle();
bitmap=null;

不幸的是，如果以上都不起作用，那么将此添加到您的清单文件。应用程序内部标签

 <application
         android:largeHeap="true"

Android培训课程“高效显示位图”提供了一些很好的信息，用于理解和处理异常“java.lang.OutOfMemoryError:加载位图时，位图大小超过虚拟机预算”。

读取位图尺寸和类型

BitmapFactory类提供了几种解码方法(decodeByteArray()， decodeFile()， decodeResource()等)，用于从各种来源创建位图。根据您的图像数据源选择最合适的解码方法。这些方法试图为构造的位图分配内存，因此很容易导致OutOfMemory异常。每种类型的解码方法都有额外的签名，允许您通过BitmapFactory指定解码选项。选择类。在解码时，将inJustDecodeBounds属性设置为true，避免内存分配，位图对象返回null，但设置outidth, outHeight和outMimeType。这种技术允许您在构造(和内存分配)位图之前读取图像数据的尺寸和类型。

BitmapFactory.Options options = new BitmapFactory.Options();
options.inJustDecodeBounds = true;
BitmapFactory.decodeResource(getResources(), R.id.myimage, options);
int imageHeight = options.outHeight;
int imageWidth = options.outWidth;
String imageType = options.outMimeType;

为了避免java.lang.OutOfMemory异常，在解码位图之前请检查位图的尺寸，除非您完全相信源代码能够为您提供可预测大小的图像数据，并且这些图像数据可以很好地适应可用内存。

将缩小的版本加载到内存中

既然知道了图像尺寸，就可以使用它们来决定是否应该将完整的图像加载到内存中，还是应该加载子采样版本。以下是一些需要考虑的因素:

估计在内存中加载完整图像的内存使用情况。 给定应用程序的任何其他内存需求，您愿意用于加载此映像的内存量。 图像要加载到的目标ImageView或UI组件的尺寸。 屏幕大小和当前设备的密度。

例如，如果最终将在ImageView中以128x96像素的缩略图显示，则不值得将1024x768像素的图像加载到内存中。

要告诉解码器对图像进行子采样，将较小的版本加载到内存中，在BitmapFactory中将inSampleSize设置为true。选择对象。例如，使用inSampleSize为4进行解码的分辨率为2048x1536的图像将生成大约512x384的位图。将其加载到内存中需要0.75MB，而不是完整图像的12MB(假设位图配置为ARGB_8888)。下面是一个基于目标宽度和高度的2的幂来计算样本大小值的方法:

public static int calculateInSampleSize(
        BitmapFactory.Options options, int reqWidth, int reqHeight) {
    // Raw height and width of image
    final int height = options.outHeight;
    final int width = options.outWidth;
    int inSampleSize = 1;

    if (height > reqHeight || width > reqWidth) {

        final int halfHeight = height / 2;
        final int halfWidth = width / 2;

        // Calculate the largest inSampleSize value that is a power of 2 and keeps both
        // height and width larger than the requested height and width.
        while ((halfHeight / inSampleSize) > reqHeight
                && (halfWidth / inSampleSize) > reqWidth) {
            inSampleSize *= 2;
        }
    }

    return inSampleSize;
}

注意:由于解码器使用的是2的幂 最后的值，舍入到最接近的2的幂，按照 inSampleSize文档。

要使用此方法，首先将inJustDecodeBounds设置为true进行解码，传递选项，然后使用新的inSampleSizevalue和injustdecodeboundsset设置为false '进行解码:

public static Bitmap decodeSampledBitmapFromResource(Resources res, int resId,
    int reqWidth, int reqHeight) {

    // First decode with inJustDecodeBounds=true to check dimensions
    final BitmapFactory.Options options = new BitmapFactory.Options();
    options.inJustDecodeBounds = true;
    BitmapFactory.decodeResource(res, resId, options);

    // Calculate inSampleSize
    options.inSampleSize = calculateInSampleSize(options, reqWidth, reqHeight);

    // Decode bitmap with inSampleSize set
    options.inJustDecodeBounds = false;
    return BitmapFactory.decodeResource(res, resId, options);
}

这个方法可以很容易地将任意大小的位图加载到显示100x100像素缩略图的ImageView中，如下面的示例代码所示:

mImageView.setImageBitmap(
    decodeSampledBitmapFromResource(getResources(), R.id.myimage, 100, 100));

您可以按照类似的过程来解码来自其他来源的位图，方法是根据需要替换适当的BitmapFactory.decode*方法。

这对我很管用!

public Bitmap readAssetsBitmap(String filename) throws IOException {
    try {
        BitmapFactory.Options options = new BitmapFactory.Options(); 
        options.inPurgeable = true;
        Bitmap bitmap = BitmapFactory.decodeStream(assets.open(filename), null, options);
        if(bitmap == null) {
            throw new IOException("File cannot be opened: It's value is null");
        } else {
            return bitmap;
        }
    } catch (IOException e) {
        throw new IOException("File cannot be opened: " + e.getMessage());
    }
}