优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Google Universal Image Embedding

2022-07-11 计算机视觉向量检索细粒度识别算法竞技赛

15 个方案

1st place solution

[2nd place] Solution

GUIE 4th Place Solution

5th place solution[NS embedding]

9th place solution: finetune CLIP ViT-H/14

10th Place Solution

13-th place solution [Knowledge Distillation helps a lot]

18th Private LB Solution –> Silver

28th Place Solution

37-th solution - Self Supervised Approach

39th place solution

Silver medal solution: ViT-L/14 with test time augmentations

Private 55th Solution and Lessons Learned

Mayo Clinic - STRIP AI

2022-07-06 医学影像分析图像分类算法竞技赛

9 个方案

1st place solution

2nd place solution - EfficientNetB0+augmentations+smart tiling

3rd place solution - ResNet pretraining

4th Place Solution - Split images into tiles and do 3D CNN

5th Place Solution

6th place solution

7th place solution -> 2-step MIL based strategy

13th Place Solution

25th Solution - Custom MIL with timm backbones

Tabular Playground Series - Jul 2022

2022-07-01 生产优化异常检测算法竞技赛

1 个方案

HuBMAP + HPA - Hacking the Human Body

2022-06-22 医学影像分析语义分割实例分割算法竞技赛

10 个方案

1st place solution

2nd Place Solution

3d place solution

4th place solution: Stain Normalization is all you need

7th place solution

11th place solution

25th Simple Solution

26th place solution | Recursive Gated Convolutions + Lung Tiling

27th Simple Solution

48th place solution

Tabular Playground Series - Jun 2022

2022-06-01 数值预测算法竞技赛

6 个方案

#1 Solution - Denoising Autoencoder

4th place approach

#8 solution | Neural Net like MLM

17th place solution

American Express - Default Prediction

2022-05-25 信贷风控数值预测时序预测算法竞技赛

18 个方案

1st solution(update github code)

2nd place solution - team JuneHomes (writeup)

3rd solution--simple is the best

5th Place Solution - Team 💳VISA💳(Summary&zakopuro's part)

9th Place Solution ( XGBoost+LGBM+NN )

10th Place Solution: XGB with Autoregressive RNN features

11th Place Solution (LightGBM with meta features)

12th Place Gold (1/2) - lgbm+xgboost+FCN+Transformer

13th Place Gold Solution

14th Place Gold – NN Transformer using LGBM Knowledge Distillation

15th Place Solution Meta features ,FE, DART, CAT, XG , Tabnet , MLP , ensemble 😊

[16th place solution] Features Diversity and Ensemble

[Place 17th Solution]: Pseodo-label + FE.

18th Place Gold

19th Place Solution

21st Solution and Code Sharing

25th place solution

45th place with XGBoost in first Kaggle competition

Feedback Prize - Predicting Effective Arguments

2022-05-24 智能评测文本分类序列标注算法竞技赛

12 个方案

Team Hydrogen: 1st place solution

2nd place solution (updated with code/notebooks)

3rd Place Solution - Span MLM + T5 Augmentations

4th Place Solution - Team ...

5th place solution

Good Ineffective - 6th top solution: simple and effective

Now You See Me: 7th Place Solution

[11th solution] Feature design and Knowledge distillation

12th place solution

0.577 single model with full code

Private 23rd solution

24th Short Solution

Google AI4Code – Understand Code in Python Notebooks

2022-05-11 基础软件文本匹配序列推荐算法竞技赛

16 个方案

1st Place Solution

2nd place solution

3rd Place Solution

6th place solution

9th Place Solution

10th place solution

11th Place Solution: Nested Transformers

15th Segment Ranking

A High Schooler’s Solo Journey to get a Silver Medal.

[Chai Time] Sanyam explains top solutions from AI4Code

Public LB 14th Solution

My Part of Team's Solution (Punch Cards Are All You Need, LB Rank 24)

28th Place Solution

38th Place Solution - My learnings from AI4C

41th Place Solution

Google Smartphone Decimeter Challenge 2022

2022-05-02 自动驾驶感知数值预测时序预测算法竞技赛

11 个方案

1st Place Solution

3rd Place Solution

5th place solution

6th Place Solution

[11th Place] Solution: RTK, CV, and two Post-Processing are all you need

15th Place Solution

15-th place solution

26th Place solution

35th place: rtklib tweaking and factor graph approach

39th Place Solution

[43rd place] RTKLIB & Lots of Postprocessing

Tabular Playground Series - May 2022

2022-05-01 预测性维护数值预测异常检测算法竞技赛

3 个方案

#1 Solution: A Two-Branch Network

#4 Solution: Multi-Activation Branches

#5 Solution (CatBoost + Keras)

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