优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Image Matching Challenge 2023
2023-04-11 计算机视觉 关键点检测 匹配对齐 算法竞技赛
11 个方案
1st Place Solution: Sparse + Dense matching, confidence-based merge, SfM, and then iterative refinement
2nd Place Solution for the IMC 2023 – Win Over COLMAP Randomness?!
4th place solution
5th place solution: kNN shortlist and rotation correction
6th Place Solution - [ --- ]AffNetHardNet8 + AdaLAM
9th Solution
12nd Place Solution: SP+SG
16th Place Solution
30th place solution
39th place solution - SuperGlue + SIFT
46th solution
Binary Classification with a Tabular Kidney Stone Prediction Dataset
2023-04-04 临床决策支持 数值预测 事件预测 算法竞技赛
4 个方案
#5 | Beginner's luck
#8 Solution
#24 solution – Xdata + XGB + LGBM + CAT + Opt roc curve
# 28 Solution | Problem with private LB score
Benetech - Making Graphs Accessible
2023-03-21 教育内容生成 目标检测 文档智能 算法竞技赛
12 个方案
1st Place Solution
2nd Place Solution [Updated with Code Link]
3rd place Solution - Matcha & Object Detection
4th place solution
5th place solution
6th place solution - deplot & UNet postprocessing
7th place solution - no external data
#13th place solution
14th Place Solution
20th place solution (YOLOv7+EasyOCR)
28th Place Solution
40th place solution + code
Regression with a Tabular Media Campaign Cost Dataset
2023-03-20 定价与促销 数值预测 算法竞技赛
4 个方案
#1: A Zoo of Models
#4 solution: Feature engineering made the difference
# 7 approach| Hand-picked features and simple ensemble
17th place solution | Hand-Tuning and features
Vesuvius Challenge - Ink Detection
2023-03-15 医学影像分析 语义分割 目标检测 算法竞技赛
12 个方案
1st place solution
2nd place solution
3rd place solution
4th place solution
5th place solution
6th place solution
7th Place Solution
8th Place Solution
9th place solution
10th place solution
12th place solution
13th place solution
Parkinson's Freezing of Gait Prediction
2023-03-09 临床决策支持 时序预测 异常检测 算法竞技赛
12 个方案
1st place solution: transformer and acceleration data
2nd place solution
3rd Place Solution: Transformer+GRU
4th Place Solution: a MultiLayer Bidirectional GRU with Residual Connections
5th Place Training and Inference
6th place solution: spectrograms, wavelets, convnets, unets, and transformers
Eighth Place Solution: 5-Fold CV 1D-ResNet
10th place solution: U-Net with squeeze & excitation
11th place solution: LSTM-CNN + rolling features
12th place solution: Simple features and LSTM.
20th place solution
21st place solution: Conv1d with denoising
BirdCLEF 2023
2023-03-07 环境监测 细粒度识别 时序预测 算法竞技赛
11 个方案
1st place solution: Correct Data is All You Need
2nd place solution: SED + CNN with 7 models ensemble
3rd place solution: SED with attention on Mel frequency bands
4th Place Solution: Knowledge Distillation Is All You Need
5th place solution
6th place solution: BirdNET embedding + CNN
top 7th solution - `sumix` augmentation did all the work
9th Place Solution: 7 CNN Models Ensemble
20th place solution: SED + CNN ensemble using onnx
24th place solution - pre-training & single model (5 folds ensemble with ONNX)
37th place solution - TF CNN + BirdNet emb. cls. & XGB
Binary Classification with a Tabular Pulsar Dataset
2023-03-07 物理与天文 数值预测 算法竞技赛
8 个方案
1st place solution
#3 : GAM & GBM
#7: A diverse ensemble
8th Place Solution: Regression models for binary classification
[9th Place] Model Predictions as Features
Top 10 Solution
#13 approach- simple ensemble with tuning
19th Place : Solution Approach and how we got a huge boost in score!
Regression with a Tabular Concrete Strength Dataset
2023-02-28 数值预测 算法竞技赛
2 个方案
#1 Solution: Cross-validation and diversity win
#12th place solutions: My 6 step process for any competition
Google - Isolated Sign Language Recognition
2023-02-23 音视频处理 关键点检测 图像分类 算法竞技赛
17 个方案
1st place solution - 1DCNN combined with Transformer
2nd Place Solution | Google - Isolated Sign Language Recognition
3rd Place Solution
4th place solution
5th place solution with code
6th Place Solution - Transformer Tweaking Madness
8th place solution ... close but no cigar
9th place solution
10th place solution
11th place solution with code
12th place solution - MLP Based (Structured Keypoint Pooling network)
14th place solution: publicly shared Transformer architecture was so strong!
🥈18th Place Solution🥈
26th place solution
28th place solution - Using Arcface is not trivial.
44th Place Silver - How To Improve Best Public Notebook
49th place silver solution