# 天池图像比赛Baseline分享
[2018广东工业智造大数据创新大赛——智能算法赛](https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.11165320.5678.1.54114443WSKVPP&raceId=231682)，未调参情况下线上`0.921`
---
## 运行代码前，需要将图片放在data目录下，目录树如下：
|--data
|--guangdong_round1_train1_20180903
|--guangdong_round1_train2_20180916
|--guangdong_round1_test_a_20180916
|--gen_label_csv.py
|--model_v4.py
|--main_inception_v4.py
---
## 代码运行方式：
python gen_label_csv.py
python main_inception_v4.py
---
## 程序说明：
框架：Pytorch 0.4
代码经测试，线上分数为`0.921`，线上19名（截至2018.9.20）。
如果有版本迭代，只需修改主程序名，则代码会自动生成新目录用于保存模型与结果文件。
使用的模型为ImageNet预训练的inception v4，整体思路：数据增强之后直接将网络全部层一起训练，做简单分类。
本代码为baseline，未经任何调参，训练参数和数据增强方式等可以自行随意修改。
输入尺寸为384×384，如果出现out of memory（显存不足），可减小batch size再重新跑。
注：只用到了guangdong_round1_train2_20180916数据，没有使用guangdong_round1_train1_20180903，可自行添加。
许多同学反应Windows下训练时train_loader报错的问题，将workers设为0即可解决。
## 复赛方案
https://tianchi.aliyun.com/forum/postDetail?spm=5176.12586969.1002.9.743c2881MOwYf2&postId=38469
python实现的可视化小游戏，有具体操作页面，也有具体思路说明 （168个子文件） 
DefaultWsdlHelpGenerator.aspx 59KB DefaultWsdlHelpGenerator.aspx 59KB DefaultWsdlHelpGenerator.aspx 59KB resources.assets 11.74MB globalgamemanagers.assets 255KB sharedassets0.assets 57KB sharedassets1.assets 11KB sharedassets3.assets 5KB sharedassets2.assets 4KB Compat.browser 2KB Compat.browser 2KB Compat.browser 2KB machine.config 33KB machine.config 33KB machine.config 28KB web.config 18KB web.config 18KB web.config 11KB config 3KB boot.config 69B UnityPlayer.dll 28.16MB mono-2.0-bdwgc.dll 7.4MB mscorlib.dll 4.42MB System.Xml.dll 3.01MB System.dll 2.52MB System.Data.dll 2.02MB UnityEngine.CoreModule.dll 1.22MB UnityEngine.UIElementsModule.dll 1.16MB System.Core.dll 1.06MB Unity.InputSystem.dll 1MB System.Runtime.Serialization.dll 913KB Unity.Mathematics.dll 710KB MonoPosixHelper.dll 596KB Unity.VisualScripting.Core.dll 536KB System.Drawing.dll 479KB Unity.TextMeshPro.dll 362KB Unity.Burst.Cecil.dll 339KB Unity.VisualScripting.Flow.dll 327KB System.Security.dll 313KB Unity.Burst.dll 298KB System.ComponentModel.Composition.dll 251KB UnityEngine.UI.dll 242KB Mono.Security.dll 236KB System.ServiceModel.Internals.dll 210KB UnityEngine.TextCoreTextEngineModule.dll 193KB UnityEngine.IMGUIModule.dll 169KB UnityEngine.AnimationModule.dll 158KB UnityEngine.ParticleSystemModule.dll 151KB System.Xml.Linq.dll 134KB UnityEngine.Physics2DModule.dll 131KB lib_burst_generated.dll 125KB System.Configuration.dll 122KB System.Net.Http.dll 119KB System.Numerics.dll 117KB Unity.Timeline.dll 113KB System.IO.Compression.dll 112KB UnityEngine.PhysicsModule.dll 112KB UnityEngine.dll 110KB UnityEngine.TerrainModule.dll 96KB Unity.2D.SpriteShape.Runtime.dll 93KB netstandard.dll 88KB UnityEngine.UNETModule.dll 87KB Unity.Burst.Cecil.Pdb.dll 85KB Unity.VisualScripting.Antlr3.Runtime.dll 84KB UnityEngine.AndroidJNIModule.dll 78KB UnityEngine.TextCoreFontEngineModule.dll 70KB UnityEngine.XRModule.dll 68KB UnityEngine.AudioModule.dll 68KB UnityEngine.UIElementsNativeModule.dll 57KB UnityEngine.UnityWebRequestModule.dll 55KB UnityEngine.AIModule.dll 54KB UnityEngine.VFXModule.dll 53KB Unity.Burst.Cecil.Mdb.dll 44KB System.EnterpriseServices.dll 44KB UnityEngine.UnityAnalyticsModule.dll 43KB Unity.2D.Animation.Runtime.dll 43KB UnityEngine.TilemapModule.dll 41KB Unity.2D.Common.Runtime.dll 41KB UnityEngine.VideoModule.dll 39KB UnityEngine.GameCenterModule.dll 38KB UnityEngine.TextRenderingModule.dll 37KB UnityEngine.InputLegacyModule.dll 36KB UnityEngine.UIModule.dll 35KB System.Transactions.dll 35KB UnityEngine.VirtualTexturingModule.dll 33KB UnityEngine.SubsystemsModule.dll 33KB UnityEngine.NVIDIAModule.dll 33KB UnityEngine.AssetBundleModule.dll 33KB UnityEngine.SharedInternalsModule.dll 31KB UnityEngine.UnityWebRequestWWWModule.dll 30KB Unity.2D.Tilemap.Extras.dll 30KB System.Data.DataSetExtensions.dll 29KB Assembly-CSharp.dll 29KB UnityEngine.DSPGraphModule.dll 28KB Unity.Burst.Cecil.Rocks.dll 28KB Unity.VisualScripting.State.dll 27KB UnityEngine.TLSModule.dll 26KB UnityEngine.VRModule.dll 25KB UnityEngine.ClothModule.dll 25KB UnityEngine.SpriteShapeModule.dll 24KB共 168 条
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