论文题目：VISUAL AND TEXTUAL SENTIMENT ANALYSIS USING DEEP FUSION CONVOLUTIONAL NEURAL NETWORKS
时间：2017，期刊ICIP
模型如下图所示
image.png
在实验中，图像部分采用AlexNet网络前五层巻积层提取特征，文本部分，构建100维的词向量，句长设为50，用三个大小为（2，2）（3，3）（4，4）的巻积核分别对其进行巻积，每个
巻积后采用max与avg两种池化操作，最后将图像文本特征进行拼接，用一层全连接网络得到最后的输出。
具体实验设置：batch_size = 128 lr=0.001, 损失函数交叉熵，梯度下降算法采用Adam。
image.png
我们选取105步得到的模型在从MVSO-EN划分的测试集上进行测试
得到
precision_score：0.8754723922276847
recall_score：0.7566954284640622
f1_score：0.8117620609189788
acc_score: 0.7934674435418705
原文中为：
image.png
附：
image.png
分错图片
积极分为消极
A lone tree stands out on the edge of the prairie. There are few trees that survive in the harsh environment of Badlands National Park
Did you ever notice that on dark rainy days the light only lands on the top surfaces of moss, trees, branches, mushrooms and leaves in the forest. It's magical
Taken on the same night I took <a href="http://www.flickr.com/photos/antrover/10855827106">this view of the city</a>.\n\nSeattle, WA\n\n<a href="http://itakephotosofallthethings.tumblr.com/post/67087726301/lookin-at-you-seattle-wa-as-seen-from-alki-view" rel="nofollow">View it on Tumblr</a>
Paul, un militar que regresa de la Segunda Guerra Mundial, es convencido por una joven embarazada para que se haga pasar por su marido delante de su familia, unos hispanos con raíces arraigadas y estricta moral. Lo que se suponía una mentira pasajera pronto se convertirá en un engaño estable que facilitará el nacimiento del amor entre los dos jóvenes...
a night out ...........\n<a href="http://www.fallsviewcasinoresort.com/tour/?id=11" rel="nofollow">www.fallsviewcasinoresort.com/tour/?id=11</a>\n\n<a href="http://www.youtube.com/watch?v=9tfFO83zyao&feature=related" rel="nofollow">www.youtube.com/watch?v=9tfFO83zyao&feature=related</a>\n\n<a href="http://www.youtube.com/watch?v=LMStRERJNsM&feature=related" rel="nofollow">www.youtube.com/watch?v=LMStRERJNsM&feature=related</a>\n<a href="http://www.youtube.com/watch?v=9tfFO83zyao&feature=related" rel="nofollow">www.youtube.com/watch?v=9tfFO83zyao&feature=related</a>'
These are always interesting landscapes to wander over - where an alpine lake flows out over weird rocks into a smaller tarn...\nThis shot taken at the foot of alpine lake Lochnagar in Central Otago, New Zealand.\nTwo trampers in our party can be made out in the bottom left area marked with the note...\n\nOtago University Tramping Club trip, Easter 1993\nOtago, South Island, New Zealand
消极错分为积极
Removed from the nearby fully working water wheel at Forge Mill, Redditch.
by ericsaadeofficial <a href="http://ift.tt/1bpeBsz" rel="nofollow">ift.tt/1bpeBsz</a>
Originally most likely a covered walkway between two buildings on the hospital complex.
<b> Paris </b> - <i> Bugatti Veyron Grand Sport "L'Or Blanc" </i>\n\n<b> You can also like me on </b> :\n<b> - Facebook :</b> <b> <i> <a href="https://www.facebook.com/kevinvanc.photography" rel="nofollow">www.facebook.com/kevinvanc.photography</a> </i>\n<b> - Instagram </b> <b> <i> <a href="http://instagram.com/kevinvancphotography" rel="nofollow">instagram.com/kevinvancphotography </a></i></b></b>'
can you hear the humming of the fan?
this is the very first item i sold on etsy
