优胜方案合集
汇集各类比赛的优胜方案 · 共 354 个比赛
筛选方案
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
39th solution
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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