我发现滑翔机比毕加索更好。我使用picasso加载了大约32张图片，每张图片的大小约为200-500KB，而且我总是得到OOM。但滑翔机解决了我所有的OOM问题。

另一种方法是通过getView（）方法中线程中的适配器：

Thread pics_thread = new Thread(new Runnable() {
    @Override
    public void run() {
        Bitmap bitmap = getPicture(url);
        if(bitmap != null) {
            runOnUiThread(new Runnable() {
                @Override
                public void run() {
                    holder.imageview.setImageBitmap(bitmap);            
                    adapter.notifyDataSetChanged();
                }                       
            });             
        }       
    }                       
});

pics_thread.start();

当然，您应该始终缓存图像以避免额外的操作，您可以将图像放在HashMap数组中，检查图像是否存在于数组中，如果不存在，则继续执行线程或从HashMap数组加载图像。此外，请始终检查内存是否泄漏，位图和可绘制文件通常占用大量内存。优化代码取决于您。

URLImageViewHelper是一个非常棒的库，可以帮助您做到这一点。

滑行

Glide是一个快速高效的Android开源媒体管理框架，它将媒体解码、内存和磁盘缓存以及资源池打包成一个简单易用的界面。

Glide支持获取、解码和显示视频剧照、图像和动画GIF。Glide包含一个灵活的API，允许开发人员插入几乎任何网络堆栈。默认情况下，Glide使用一个基于HttpUrlConnection的自定义堆栈，但也包括Google的Volley项目或Square的OkHttp库的实用程序库插件。

Glide.with(this).load("your-url-here").into(imageView);

Glide的主要关注点是尽可能平滑快速地滚动任何类型的图像列表，但Glide对于任何需要获取、调整大小和显示远程图像的情况都非常有效。

Glide库

毕加索

使用杰克·沃顿的毕加索图书馆。（ActionBarSherlock开发人员提供的完美图像加载库）

一个强大的Android图像下载和缓存库。

图像为Android应用程序添加了急需的上下文和视觉效果。Picasso允许在应用程序中轻松加载图像，通常只需一行代码！

Picasso.with(context).load("your-url-here").into(imageView);

在Android上加载图像的许多常见陷阱都由毕加索自动处理：

在适配器中处理ImageView回收和下载取消。使用最少内存的复杂图像转换。自动内存和磁盘缓存。

毕加索图书馆

使用下面的类来下载和加载listview中的图像。它会在下载后缓存每个图像。还加载图像和延迟加载。

package com.fudiyoxpress.images;

import java.io.File;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.FileOutputStream;
import java.io.IOException;
import java.io.InputStream;
import java.io.OutputStream;
import java.net.HttpURLConnection;
import java.net.URL;
import java.util.Collections;
import java.util.Map;
import java.util.WeakHashMap;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;

import android.content.Context;
import android.graphics.Bitmap;
import android.graphics.BitmapFactory;
import android.os.Handler;
import android.widget.ImageView;

import com.fudiyoxpress.R;
import com.fudiyoxpress.config.Config;
import com.fudiyoxpress.twitter.ScaleBitmap;

public class ImageLoader {

    // Initialize MemoryCache
    MemoryCache memoryCache = new MemoryCache();

    FileCache fileCache;

    Context C;

    // Create Map (collection) to store image and image url in key value pair
    private Map<ImageView, String> imageViews = Collections
            .synchronizedMap(new WeakHashMap<ImageView, String>());
    ExecutorService executorService;

    // handler to display images in UI thread
    Handler handler = new Handler();

    public ImageLoader(Context context) {

        C = context;
        fileCache = new FileCache(context);

        // Creates a thread pool that reuses a fixed number of
        // threads operating off a shared unbounded queue.
        executorService = Executors.newFixedThreadPool(5);

    }

    // default image show in list (Before online image download)
    final int stub_id = R.drawable.restlogoplaceholder;

    public void DisplayImage(String url, ImageView imageView, Context context,
            boolean header_flag) {

        Bitmap largeIcon = BitmapFactory.decodeResource(context.getResources(),
                R.drawable.restlogoplaceholder);
        header_flag = false;
        // Store image and url in Map
        imageViews.put(imageView, url);

        // Check image is stored in MemoryCache Map or not (see
        // MemoryCache.java)
        Bitmap bitmap = memoryCache.get(url);

        if (bitmap != null) {
            // if image is stored in MemoryCache Map then
            // Show image in listview row
            Bitmap b = ScaleBitmap
                    .getScaledBitmap(context, bitmap, header_flag);
            imageView.setImageBitmap(b);

        } else {
            // queue Photo to download from url
            queuePhoto(url, imageView, header_flag);

            // Before downloading image show default image
            imageView.setImageBitmap(ScaleBitmap.getScaledBitmap(context,
                    largeIcon, header_flag));

        }
    }



    private void queuePhoto(String url, ImageView imageView, boolean header_flag) {
        // Store image and url in PhotoToLoad object
        PhotoToLoad p = new PhotoToLoad(url, imageView, header_flag);

        // pass PhotoToLoad object to PhotosLoader runnable class
        // and submit PhotosLoader runnable to executers to run runnable
        // Submits a PhotosLoader runnable task for execution

        executorService.submit(new PhotosLoader(p));
    }

    // Task for the queue
    private class PhotoToLoad {
        public String url;
        public ImageView imageView;
        public boolean b;

        public PhotoToLoad(String u, ImageView i, boolean header_flag) {
            url = u;
            imageView = i;
            b = header_flag;
        }
    }

    class PhotosLoader implements Runnable {
        PhotoToLoad photoToLoad;

        PhotosLoader(PhotoToLoad photoToLoad) {
            this.photoToLoad = photoToLoad;
        }

        @Override
        public void run() {
            try {
                // Check if image already downloaded
                if (imageViewReused(photoToLoad))
                    return;
                // download image from web url
                Bitmap bmp = getBitmap(photoToLoad.url);

                // set image data in Memory Cache
                memoryCache.put(photoToLoad.url, bmp);

                if (imageViewReused(photoToLoad))
                    return;

                // Get bitmap to display
                BitmapDisplayer bd = new BitmapDisplayer(bmp, photoToLoad);

                // Causes the Runnable bd (BitmapDisplayer) to be added to the
                // message queue.
                // The runnable will be run on the thread to which this handler
                // is attached.
                // BitmapDisplayer run method will call
                handler.post(bd);

            } catch (Throwable th) {
                // th.printStackTrace();
            }
        }
    }

    private Bitmap getBitmap(String url) {
        File f = fileCache.getFile(url);

        // from SD cache
        // CHECK : if trying to decode file which not exist in cache return null
        Bitmap b = decodeFile(f);
        if (b != null)
            return b;

        // Download image file from web
        try {

            // // download the image
            Bitmap bitmap = null;

            URL imageURL = null;
            try {

                imageURL = new URL(Config.WEB_URL + "/ServeBlob?id=" + url);

                HttpURLConnection connection = (HttpURLConnection) imageURL
                        .openConnection();
                connection.setDoInput(true);
                connection.connect();
                // if(!(new File(imageURL.toString())).exists())
                // {
                // imageURL=new URL("");
                // }
                InputStream inputStream = connection.getInputStream();

                // Constructs a new FileOutputStream that writes to
                // file
                // if file not exist then it will create file
                OutputStream os = new FileOutputStream(f);

                // See Utils class CopyStream method
                // It will each pixel from input stream and
                // write pixels to output stream (file)
                Utils.CopyStream(inputStream, os);

                os.close();

                BitmapFactory.Options options = new BitmapFactory.Options();
                options.inSampleSize = 8;

                bitmap = BitmapFactory.decodeStream(inputStream, null, options);

            } catch (IOException e) {

                // e.printStackTrace();
            }

            // Now file created and going to resize file with defined height
            // Decodes image and scales it to reduce memory consumption
            bitmap = decodeFile(f);

            return bitmap;

        } catch (Throwable ex) {
            ex.printStackTrace();
            if (ex instanceof OutOfMemoryError)
                memoryCache.clear();
            return null;
        }
    }

    // Decodes image and scales it to reduce memory consumption
    private Bitmap decodeFile(File f) {

        try {

            // Decode image size
            BitmapFactory.Options o = new BitmapFactory.Options();
            o.inJustDecodeBounds = true;
            FileInputStream stream1 = new FileInputStream(f);
            BitmapFactory.decodeStream(stream1, null, o);
            stream1.close();

            // Find the correct scale value. It should be the power of 2.

            // Set width/height of recreated image
            final int REQUIRED_SIZE = 85;

            int width_tmp = o.outWidth, height_tmp = o.outHeight;
            int scale = 1;
            while (true) {
                if (width_tmp / 2 < REQUIRED_SIZE
                        || height_tmp / 2 < REQUIRED_SIZE)
                    break;
                width_tmp /= 2;
                height_tmp /= 2;
                scale *= 2;
            }

            // decode with current scale values
            BitmapFactory.Options o2 = new BitmapFactory.Options();
            o2.inSampleSize = scale;
            FileInputStream stream2 = new FileInputStream(f);
            Bitmap bitmap = BitmapFactory.decodeStream(stream2, null, o2);
            stream2.close();
            return bitmap;

        } catch (FileNotFoundException e) {
        } catch (IOException e) {
            e.printStackTrace();
        }
        return null;
    }

    boolean imageViewReused(PhotoToLoad photoToLoad) {

        String tag = imageViews.get(photoToLoad.imageView);
        // Check url is already exist in imageViews MAP
        if (tag == null || !tag.equals(photoToLoad.url))
            return true;
        return false;
    }

    // Used to display bitmap in the UI thread
    class BitmapDisplayer implements Runnable {
        Bitmap bitmap;
        PhotoToLoad photoToLoad;

        public BitmapDisplayer(Bitmap b, PhotoToLoad p) {
            bitmap = b;
            photoToLoad = p;
        }

        public void run() {
            if (imageViewReused(photoToLoad))
                return;

            // Show bitmap on UI
            if (bitmap != null) {
                photoToLoad.imageView.setImageBitmap(ScaleBitmap
                        .getScaledBitmap(C, bitmap, photoToLoad.b));
            } else {

            }
            // photoToLoad.imageView.setImageResource(stub_id);

        }
    }

    public void clearCache() {
        // Clear cache directory downloaded images and stored data in maps
        memoryCache.clear();
        fileCache.clear();
    }

}




package com.fudiyoxpress.images;

import java.util.Collections;
import java.util.Iterator;
import java.util.LinkedHashMap;
import java.util.Map;
import java.util.Map.Entry;
import android.graphics.Bitmap;
import android.util.Log;

public class MemoryCache {

    private static final String TAG = "MemoryCache";

    //Last argument true for LRU ordering
    private Map<String, Bitmap> cache = Collections.synchronizedMap(
            new LinkedHashMap<String, Bitmap>(10,1.5f,true));

   //current allocated size
    private long size=0; 

    //max memory cache folder used to download images in bytes
    private long limit = 1000000; 

    public MemoryCache(){

        //use 25% of available heap size
        setLimit(Runtime.getRuntime().maxMemory()/4);
    }

    public void setLimit(long new_limit){

        limit=new_limit;
        Log.i(TAG, "MemoryCache will use up to "+limit/1024./1024.+"MB");
    }

    public Bitmap get(String id){
        try{
            if(!cache.containsKey(id))
                return null;
            //NullPointerException sometimes happen here http://code.google.com/p/osmdroid/issues/detail?id=78 
            return cache.get(id);
        }catch(NullPointerException ex){
            ex.printStackTrace();
            return null;
        }
    }

    public void put(String id, Bitmap bitmap){
        try{
            if(cache.containsKey(id))
                size-=getSizeInBytes(cache.get(id));
            cache.put(id, bitmap);
            size+=getSizeInBytes(bitmap);
            checkSize();
        }catch(Throwable th){
            th.printStackTrace();
        }
    }

    private void checkSize() {
        Log.i(TAG, "cache size="+size+" length="+cache.size());
        if(size>limit){
            Iterator<Entry<String, Bitmap>> iter=cache.entrySet().iterator();//least recently accessed item will be the first one iterated  
            while(iter.hasNext()){
                Entry<String, Bitmap> entry=iter.next();
                size-=getSizeInBytes(entry.getValue());
                iter.remove();
                if(size<=limit)
                    break;
            }
            Log.i(TAG, "Clean cache. New size "+cache.size());
        }
    }

    public void clear() {
        try{
            //NullPointerException sometimes happen here http://code.google.com/p/osmdroid/issues/detail?id=78 
            cache.clear();
            size=0;
        }catch(NullPointerException ex){
            ex.printStackTrace();
        }
    }

    long getSizeInBytes(Bitmap bitmap) {
        if(bitmap==null)
            return 0;
        return bitmap.getRowBytes() * bitmap.getHeight();
    }
}




package com.fudiyoxpress.images;

import java.io.InputStream;
import java.io.OutputStream;

public class Utils {
    public static void CopyStream(InputStream is, OutputStream os)
    {
        final int buffer_size=1024;
        try
        {

            byte[] bytes=new byte[buffer_size];
            for(;;)
            {
              //Read byte from input stream

              int count=is.read(bytes, 0, buffer_size);
              if(count==-1)
                  break;

              //Write byte from output stream
              os.write(bytes, 0, count);
            }
        }
        catch(Exception ex){}
    }
}

更新：请注意，这个答案现在非常无效。垃圾回收器对SoftReference和WeakReference进行攻击，因此此代码不适用于新应用。（相反，请尝试其他答案中建议的通用图像加载器之类的库。）

感谢James提供的代码，感谢鲍龙提供的使用SoftReference的建议。我在James的代码上实现了SoftReference更改。不幸的是，SoftReferences导致我的图像被垃圾收集得太快。在我的情况下，没有SoftReference的东西很好，因为我的列表大小有限，图像也很小。

一年前有一场关于谷歌群组上SoftReferences的讨论：链接到线程。作为过早垃圾收集的解决方案，他们建议使用dalvik.system.VMRuntime.setMinimumHeapSize（）手动设置VM堆大小，这对我来说不是很有吸引力。

public DrawableManager() {
    drawableMap = new HashMap<String, SoftReference<Drawable>>();
}

public Drawable fetchDrawable(String urlString) {
    SoftReference<Drawable> drawableRef = drawableMap.get(urlString);
    if (drawableRef != null) {
        Drawable drawable = drawableRef.get();
        if (drawable != null)
            return drawable;
        // Reference has expired so remove the key from drawableMap
        drawableMap.remove(urlString);
    }

    if (Constants.LOGGING) Log.d(this.getClass().getSimpleName(), "image url:" + urlString);
    try {
        InputStream is = fetch(urlString);
        Drawable drawable = Drawable.createFromStream(is, "src");
        drawableRef = new SoftReference<Drawable>(drawable);
        drawableMap.put(urlString, drawableRef);
        if (Constants.LOGGING) Log.d(this.getClass().getSimpleName(), "got a thumbnail drawable: " + drawable.getBounds() + ", "
                + drawable.getIntrinsicHeight() + "," + drawable.getIntrinsicWidth() + ", "
                + drawable.getMinimumHeight() + "," + drawable.getMinimumWidth());
        return drawableRef.get();
    } catch (MalformedURLException e) {
        if (Constants.LOGGING) Log.e(this.getClass().getSimpleName(), "fetchDrawable failed", e);
        return null;
    } catch (IOException e) {
        if (Constants.LOGGING) Log.e(this.getClass().getSimpleName(), "fetchDrawable failed", e);
        return null;
    }
}

public void fetchDrawableOnThread(final String urlString, final ImageView imageView) {
    SoftReference<Drawable> drawableRef = drawableMap.get(urlString);
    if (drawableRef != null) {
        Drawable drawable = drawableRef.get();
        if (drawable != null) {
            imageView.setImageDrawable(drawableRef.get());
            return;
        }
        // Reference has expired so remove the key from drawableMap
        drawableMap.remove(urlString);
    }

    final Handler handler = new Handler() {
        @Override
        public void handleMessage(Message message) {
            imageView.setImageDrawable((Drawable) message.obj);
        }
    };

    Thread thread = new Thread() {
        @Override
        public void run() {
            //TODO : set imageView to a "pending" image
            Drawable drawable = fetchDrawable(urlString);
            Message message = handler.obtainMessage(1, drawable);
            handler.sendMessage(message);
        }
    };
    thread.start();
}