优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

RANZCR CLiP - Catheter and Line Position Challenge

2020-12-14 医学影像分析图像分类目标检测算法竞技赛

20 个方案

1st Place Solution

Dual-Head Model with 4-stage Training, 2nd Place Solution

3rd Place Solution [Preferred CLiP]

4th place solution

5th place solution

6th place solution

7th Place Solution [RaddbotnaKama 200d]

10th Place Solution

11th Place Solution - Utilizing High resolution, Annotations, and Unlabeled data

16th Place Solution

17th place with 16 submissions :)

18th Place Solution

19th Place Solution - First Time With NFNets

21st Place Solution : So close Yet So Far

22nd place solution on a GitHub

23rd Place Solution

In Gauss (God) we Trust! 26th place solution

12th on Public, 28th on Private Solution

36th Place Solution

40th Place: A UNet only solution

Santa 2020 - The Candy Cane Contest

2020-12-08 游戏AI 强化学习博弈决策算法竞技赛

2 个方案

9th place solution

14th Place Solution (Looking for teammates)

Jane Street Market Prediction

2020-11-23 量化投资时序预测强化学习算法竞技赛

5 个方案

Yirun's Solution (1st place): Training Supervised Autoencoder with MLP

3rd place solution: Ensembles of deep (49 layer) MLPs

24th place solution: Couple more tricks, and how I kinda sorta cheated

39th Place - Solution Overview & Code

Current 29th place approach

Cassava Leaf Disease Classification

2020-11-19 作物智能识别图像分类算法竞技赛

19 个方案

1st Place Solution

2nd Place - Summary of Approach

3rd Place Solution

5th Place Solution Summary

Private 7th | Public 71th Solution

8th place solution

10th place solution (23rd public)

[2/21 Update] Private 13th, Public 52th Place Solution. My first medal competition.

14th Place Solution & Code

16th place solution with detailed and readable code for beginner

18th Place Solution

25th place solution

Private 28th, Public 8th, Thank you all, my first medal!

simple (public 3rd and private 29th) place solution

30th solution summary

35th place solution

Private LB 34th / Public LB 30th solution

Private LB 36th place/Public LB 1138th place [Silver medal] solution

[Public 272nd / Private 37th] 1 week solution

Rainforest Connection Species Audio Detection

2020-11-17 环境监测目标检测细粒度识别算法竞技赛

23 个方案

1st place solution

2nd place solution

3rd Place Solution

4th place solution (5th public LB)

5th place solution (Training Strategy)

#6 Solution 🐼Tropic Thunder🐼 🚫 No hand labels🚫

7th place solution - Beluga & Peter

8th Place solution

9th Place - Post Process LB 0.926 to LB 0.963!

10th-place solution - Agnostic loss for semi-supervised learning

11th place, The 0.931 Magic Explained: Image Classification

13th Place Solution – Mean Co-Teachers and Noisy Students

14th Place Solution - Binary Classification on cropped frequency x time

17th place solution

[completed] rank 19th solution in 13 days - LB 0.937/0.939 (public/private) 5 fold model

21st place solution - FP co-teaching with loss improvements

23rd Place Solution: Supervised Contrastive Learning Meets Domain Generalization (with TF code)

s3 class postprocessing (+0.008 on private LB)

27th place simple solution (0.932 public, 0.940 private) - dl_pipeline

32nd place solution - what worked for me

33rd place solution - SED model

38 place writeup(image classification on TPU/Colab only with s3 trick)

43rd place solution

HuBMAP - Hacking the Kidney

2020-11-16 医学影像分析语义分割目标检测算法竞技赛

10 个方案

1st place solution

3rd place solution, the simplest way is the best way (full training/inference code)

4th place solution

12th solutions (0.948/0.949 strageties)

17th place solution

23rd Place Silver - Balanced Stochastic Data Loader

28th Place Solution with inference code

44th place solution

46th Place Solution

NFL 1st and Future - Impact Detection

2020-11-16 运动员表现目标检测算法竞技赛

13 个方案

1st place solution

2nd Place Solution: Helmet Detection + 3d Impact Detection + Post Processing

3rd Place Solution -- Simple 2-Stage Pipeline

4th place solution

5th place solution: one-stage I3D with additional 2D model for bbox centers

[6th place solution] EfficientDet + resnet18

7-th place solution from AlphaGoal Team [2.5D CenterNet, 3D CNN]

9th Place - 2D Detection 3D Classification

[10th place solution] Extended Centernet

Team tara 13th place solution

15th place solution: single stage object tracking

18th Solution : YoloV5 and filtering using tracking data

[40th place solution] 2-Class Prediction + HFlip + NMS + Filtering

Rock, Paper, Scissors

2020-11-02 游戏AI 博弈决策强化学习算法竞技赛

12 个方案

1st Place Solution - Where is my bag's Journey

2nd Place Solution

4th Place Solution - Taaha Khan

8th place solution

10th Place - Layered Multi-window Counting

12th place solution - lightGBM model

14th Place Solution

15th place solution - Don't Test At Home

Simple, steady, silver (20th)

21st Place Solution - neibyr

22nd Place Solution - The RPS Gambit

28th Place Solution (Silver) - Multi Stage Decision Tree + 66% Defensive Randomness

INGV - Volcanic Eruption Prediction

2020-10-12 地球科学时序预测事件预测算法竞技赛

8 个方案

[1st Place] Mel Spectrogram + Blended ResNets 🌋🔥

Private 2nd Public 1st rank Solution

3rd rank solution

Private 6th Public 4th rank solution (Github link)

7th rank solution (Public 5th)

14th rank solution (12th on public)

🌋 18th Place Solution + processed dataset

20th rank solution (public 18th)

Riiid Answer Correctness Prediction

2020-10-05 学习效果预测时序预测事件预测算法竞技赛

20 个方案

[1st place solution] Last Query Transformer RNN

2nd Place Solution (LSTM-Encoded SAKT-like TransformerEncoder)

3rd place solution (0.818 LB): The Transformer

4th place solution : Single Transformer Model

6th Place Solution: Very Custom GRU

#8 solution: Ensemble of 15 same NN models

9th place solution : 6 Transformers + 2 LightGBMs

11th Place Solution

12th place Solution

Public/Private 13th solution (team takoi + kurupical)

16th Place - Single Model

17th place solution - 4 features model

18th place solution

20th solution, transformer encoder only model (SERT) with code and notebook

21st Place Solution - Ensemble of 3 Saint++ Models

22nd Place Solution: Just Encoder Modules

24th Place Solution saintpp + lgb private0.810

28th place solution

37th place solution (Transformer part)

38th place solution: Single SAINT+

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