优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Sartorius - Cell Instance Segmentation
2021-10-14 医学影像分析 实例分割 算法竞技赛
11 个方案
1st place solution
2nd place solution
3rd place solution
4th place solution
5th place solution, maskrcnn, pseudo label and cellpose
6th place solution. Higher resolution is all you need.
[Viettel.DGD] Train4Ever 7th place Solution
8th place solution
9 Place solution: pretrain & semi-supervised & postprocessing & Trust both cv and lb
11th place solution
22th place solution / for English edition and 中文版本
Tabular Playground Series - Oct 2021
2021-10-01 药物研发 数值预测 算法竞技赛
3 个方案
3rd place solution
4th place solution
✔️ 9th place solution
PetFinder.my - Pawpularity Contest
2021-09-23 计算机视觉 数值预测 图像分类 算法竞技赛
18 个方案
1st Place - Winning Solution - Placeholder
Tentative 2nd place solution
3rd place Solution
4th place solution
[Public 1st/ Private 5th] Solution Overview
6th Place - Multitask Learning
9th place solution
12th place solution
13th place solution - How I survived the shakeup
14th Place Solution- KMS
17th Place Solution
18th solution. Single swin transformer with custom head, with code.
26th solution
27th solution, Swin transformer. Simple and Lucky.
[ 31th solution ] noisy student, knowledge distillation
32nd Place Solution [Part 1] - FastAI TTA: Beta (+0.08 CV boost)
39th place - How to train EfficientNet
54th Place Solution
Google Brain - Ventilator Pressure Prediction
2021-09-22 临床决策支持 时序预测 数值预测 算法竞技赛
12 个方案
[#1 Solution] The code
#2 Solution: The inverse of a PID controller
[3rd Place] Single model scored 0.0975 w/o PID controller
4th-place solution: Hacking the PID control
5th place solution: A thousand Epochs and a Crazy Transformer
6th-place solution: Single Multi-task LSTM
9th solution(with github code): Laplace distribution noise likelihood optimization
"Single" LSTM model with Magic Features. 0.1093 LB.
11th Place Writeup - Transformers and Pseudo Label
14th place solution multitask LSTM - Team "no pressure"
#16th Place Journey Writeup - No Magik
20th-place solution : model & multi-task learning
Tabular Playground Series - Sep 2021
2021-09-01 保险科技 数值预测 算法竞技赛
8 个方案
2nd place solution - (A lot of) Stacking
6th Place Solution | TPS Sep 2021
7th place solution - lots of trial-and-error
My 9th place solution to the September Tabular competition
10th Place Method : Moderate? Stacking
14th place solution / Single model with different random_states Voting + blending
24th place solution | Logistic model on top of Ensemble (XGB + Catboost + LGBM)
45th Place | What I have learnt through TPS- Sep 2021
Lux AI
2021-08-16 游戏AI 博弈决策 强化学习 算法竞技赛
4 个方案
Toad Brigade’s Approach - Deep Reinforcement Learning
4th Solution (Team Durrett): IL from multiple agents
11th solution
[12th] Unet IL
chaii - Hindi and Tamil Question Answering
2021-08-11 自然语言处理 阅读理解 开放域问答 算法竞技赛
25 个方案
1st Place Solution
Tentative 2nd place solution
3rd Place Solution
4th Place Solution
5th Place Solution
6th place solution - with a visualization of our Jaccard scores over time
7th Place Solution
8th place solution
9th place solution
10th Place Solution
12th Place Solution - top of the silver...
13th Place Solution
14th place submission
16th place solution: Data augmentation and fixes + Evaluation across different models.
17th place solution - BigBird 🐥
18th place solution: label variation
20th Place Solution; XLM-Rs, xtune, hacky postprocessing
21 place solution: Trust CV & Differential fusion
22nd Place Solution: Model Architecture
24th place solution & attempt – only with XLM-RoBERTa🍵
28th Place Solution(Contains additional reading material)
36th Place - Trust Your CV - Optimize PP
37th Place Solution [Sad MT5 Vibes]
43rd Place Solution
57th Place - Increasing batch size helps
Google Landmark Retrieval 2021
2021-08-11 计算机视觉 向量检索 细粒度识别 算法竞技赛
7 个方案
1st place solution
2nd Place Solution
3rd place solution
5th Place Solution(Team: underfitting)
6th place solution
11th Place Solution: Supervised Contrastive Pretraining + Query and Database expansion
13th Place - Soft Landmark ID Assignment
Google Landmark Recognition 2021
2021-08-11 计算机视觉 图像分类 细粒度识别 算法竞技赛
5 个方案
1st place solution
3rd place solution
4th place solution
5th Place Solution Sharing: A Learnable Pooling Approach
8th place solution
NFL Health & Safety - Helmet Assignment
2021-08-10 运动员表现 目标检测 细粒度识别 算法竞技赛
14 个方案
1st Place Solution
2nd place solution
[3rd place solution] YOLOv5 + DeepSort + ICP + Hungarian algorithm
4th Place Solution
5th Place Solution
9th place solution
10th place solution
11th place solution
21st Place Solution - Hungarian Algorithm, Frame Filling
22nd place solution: Yolov5l + Deepsort + CPD registration
23th place solution
25th place solution (Trained DeepSort + Hyperparameter Sweep + Gmmreg + Hungarian Algorithm)
30th place solution. Affine transformation and voting deepsort cluster
39th place solution