优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Severstal: Steel Defect Detection

2019-07-25 缺陷检测语义分割目标检测算法竞技赛

17 个方案

1st Place Solution

3rd Place Solution

4th place solution

5th place summary

7-th place solution

8th Place Solution

Step by step (9th place solution)

10th place solution

12th place solution overview

13th place solution

14th Place Solution

24th place training framework using pytorch

27th place solution (8 classification and 8 segmentation models)

30th place solution with code

31st place solution with github code

First silver(3x kaggle expert) 36th place solution

Silver frankenstein's monster (57th place)

Kuzushiji Recognition

2019-07-18 计算机视觉目标检测细粒度识别算法竞技赛

9 个方案

1st place solution

3rd place solution overview: 2-stage + FalsePositive Predictor

4th place solution

5th place solution overview: One stage CenterNet

7th place solution

8th place solution: Two stage & kuzushiji data augmentation

Top 9th Solution: Simple but complete approach.

13th place solution + unsuccessful language model

15th place solution

IEEE-CIS Fraud Detection

2019-07-15 反欺诈与反洗钱异常检测数值预测算法竞技赛

16 个方案

1st Place Solution - Part 2

2nd Solution, CPMP View

5th Place Solution: Lions

6th place solution: The Zoo

9th place solution notes

10th solution and code

11th Place Solution

13th place solution

15th place solution

17th place solution summary - there is nothing special

19th Place Solution summary

Solution and code from 21st

29th place - Mini write up about automation and groupings

40th place solution, my part.

41st place solution

Open Images 2019 - Instance Segmentation

2019-07-11 计算机视觉实例分割目标检测算法竞技赛

3 个方案

7th place solution

11th place solution [0.4796 private LB]

20th place solution - maskrcnn-benchmark baseline

APTOS 2019 Blindness Detection

2019-06-28 医学影像分析图像分类细粒度识别算法竞技赛

15 个方案

1st place solution summary

4th place solution (2nd after LB cleaning)

4th place solution

5th place solution

7th place solution w/ code [Catalyst, Albumentations]

8th Place Solution

9th place solution

13th place solution

11th place solution

12th place solution

17th place solution

37th Place Solution(And Let's talk about CV and private score)

46th place with classification and barely using external data.

58 place solution

Recursion Cellular Image Classification

2019-06-27 药物研发图像分类细粒度识别算法竞技赛

13 个方案

1st Place Solution Write-up & Code

Second Place Solution

3rd place solution.

4th place solution

5th place solution. AdaBN[domain==plate]

6th place solution

7th place solution summary

Our solution: 9th place

10th place - Pure Magic Solution

11th place solution - AttentionHeads

14th place solution, [0.989] Colab and Kaggle kernels

16th place solution [0.988 private LB]

41st place pytorch solution

The 3rd YouTube-8M Video Understanding Challenge

2019-06-27 音视频处理目标检测时序预测算法竞技赛

9 个方案

1st Place Solution

2nd Place Solution

3rd place solution sharing: A Deep Mixture Model with Online Distillation

5th place - Partial solution

6th place solution

7th Place Solution Overview

13th place solution

Solution for 21st place and a PyTorch kernel

24th place solution - fast simple naive RNN

SIIM-ACR Pneumothorax Segmentation

2019-06-24 医学影像分析语义分割图像分类算法竞技赛

14 个方案

1st place solution (with code and configs)

2nd place solution

The 3rd place solution

4th place solution

5th place solution && code updated

6th place solution

7th place solution

[8th place] Solution Overview + Code

9th place solution

[solution] 10-th place

12th place solution: UNet with mask scoring head

19th place solution

31st place solution - single fold 512x512 UNet EfficientNetB4

33 place solo model solution

Open Images 2019 - Object Detection

2019-06-03 计算机视觉目标检测算法竞技赛

2 个方案

6th place solution [0.6023 private LB]

10th place solution

Open Images 2019 - Visual Relationship

2019-06-03 计算机视觉目标检测关系抽取算法竞技赛

2 个方案

brief summary of 2nd place

13th place solution summary