优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Cornell Birdcall Identification

2020-06-15 环境监测细粒度识别时序预测算法竞技赛

16 个方案

1st Place Solution

2nd place solution

3rd place solution

4-th place solution

5th place solution

6th place solution and some thoughts

8th Place Solution

9th place solution

10th Place Solution

13th place digest

17th Place Solution : file-level post-process

18th place solution: efficientnet b3

21st Place Write-up [Stack-up]

36th place solution

39th place solution [top1 at public]

43rd place solution

Halite by Two Sigma

2020-06-15 游戏AI 博弈决策强化学习算法竞技赛

3 个方案

Raine Force writeup (2nd place solution)

Post-mortem for HuiUnited's Halite IV bot (26th rank)

SIIM-ISIC Melanoma Classification

2020-05-27 医学影像分析图像分类细粒度识别算法竞技赛

14 个方案

1st place solution

[2nd place] Solution Overview

3rd place solution overview

12th Place unexpected result

11th Place Solution Writeup

12th place solution

16 Place Solution

My 23rd Place Aprroach

24th Place Solution

[Summary] Public 11 Private 23 and Congrats to a new Master

24th place solution and my way to get it

27th overview - I Survived the massive shakedown and be in the top 1%

27th place solution - 2nd with context prize (edited)

21st Public - 53rd Private - Trust Your CV

COVID19 Global Forecasting (Week 5)

2020-05-04 健康管理与公共卫生时序预测算法竞技赛

7 个方案

~1st Place Solution LGBM with some adjustments

Some ML, A lot of judgement and luck

4th Place Neural Network Solution

~5th Place Simple Linear QuantReg Solution

9th place solution (a lot of LGBMs blended)

Linear Regression Is All you Need (9th solution week 4)

Global Wheat Detection

2020-05-04 作物智能识别目标检测算法竞技赛

7 个方案

1st place solution [MIT-Compliant]

2nd Place Solution with Code [MIT-Compliant]

5th Place Solution (EfficientDet)

[Update ] The 9th place solution with code

[30th place solution] Weird TTA trick? Detect by quadrant provided a great boost!

[34th Place Solution using single EfficientDet + Pseudo Labeling]

[42nd place solution]

ALASKA2 Image Steganalysis

2020-04-27 网络安全图像分类异常检测算法竞技赛

12 个方案

1st place solution

[ABBA McCandless] - 2nd place solution overview

3rd place solution

[4th place] Definitely it's overfitting to the public LB. (0.948->0.930)

[8th Place] Brief solution.

[9th place] Short summary

[12th place] Solution Overview

Private LB 13th Solution - so near yet so far :)

congrats to Guanshuo Xu! and [14th place] solution

18th Place Brief Solution Overview

[31st place] with public kernel

[34th place] My first silver solution :P

Hash Code Archive - Photo Slideshow Optimization

2020-04-27 数学与计算组合优化算法竞技赛

1 个方案

1st Place Solution

TReNDS Neuroimaging

2020-04-23 医学影像分析数值预测算法竞技赛

21 个方案

1st private (1st public) place + code

2nd place solution

3rd Place Solution (+ github code)

No Conv Net (Private: 4th, Public: 2nd)

5th place solution, 3D fMRI part

6th place solution

7th Place Solution

8th place solution

9th Place Solution

10th Place Solution

11th place solution (14th with pure SVR)

12th Place Solution

15th Place (3DResnet Part)

16th Place “Simple” Solution

20th place solution

24th place - 3D fMRI Feature Engineering Partial Solution

30th place solution - and some thoughts

35th Place Solution- Magic PP - Site 2 correction

36th Place Solution (with code)

47th Place - Site 2 Correction

54th Private & 44th Public Place Solution

Prostate cANcer graDe Assessment (PANDA) Challenge

2020-04-21 医学影像分析图像分类语义分割算法竞技赛

15 个方案

1st Place Solution [PND]

2nd Place Solution [Save the Prostate]

3rd place solution

4th place solution [NS Pathology]

5th place approach

6th place solution : noise robust learning [BarelyBears]

7th Place Solution（simple but messy）

8Th place solution

9th Place Solution [ResNeSt might be the key]

[11th place solution] I have survived in this storm

12th Place Solution - Overview with code files

16th place solution

18th place solution: DenseNet + RNN based

3rd public/20th private solution-segmentation + simple tiles and multiheaded attention

25th place solution [Kaggle_gaggle]

COVID19 Global Forecasting (Week 4)

2020-04-09 健康管理与公共卫生时序预测数值预测算法竞技赛

4 个方案

Some ML, A lot of judgement and luck

Linear Regression Is All you Need (9th solution week 4)

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