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ijyliu
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computer-vision-project
Using classical and neural image embeddings and finetuned end-to-end networks to achieve top-tier performance on a vehicle type classification task. Containerized and deployed model as a web app
https://cv-web-app-3m4f2rmfzq-uc.a.run.app/
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clean up code
#80
ijyliu
opened
2 months ago
0
share github repo
#79
ijyliu
closed
2 months ago
0
confusion matrix percentages
#78
ijyliu
closed
2 months ago
2
cvimage resize with anti-aliasing
#77
ijyliu
opened
2 months ago
0
color key for vgg and vit plot
#76
ijyliu
closed
2 months ago
2
New Random Forest hyperparameters
#75
ijyliu
opened
2 months ago
0
New XGBoost hyperparameters
#74
ijyliu
opened
2 months ago
0
fix nan in slides for eff-acc table
#73
ijyliu
closed
2 months ago
0
pie chart or bar chart of class distributions
#72
ijyliu
closed
2 months ago
0
ANN Classifier
#71
CalBlitz
opened
2 months ago
2
Feature Importance for Best Model (If Time Allows)
#70
ijyliu
opened
2 months ago
12
Accuracy - Efficiency Section
#69
ijyliu
closed
2 months ago
1
Model Performance Table
#68
ijyliu
closed
2 months ago
2
Grid Search Table
#67
ijyliu
closed
2 months ago
1
Further Dimensionality Reduction
#66
ijyliu
opened
2 months ago
1
Investigate which HOG PPC Feature to include
#65
ijyliu
closed
2 months ago
1
HOG Plots with Finalized Settings
#64
ijyliu
closed
2 months ago
6
LBP Plots with Finalized Settings
#63
ijyliu
closed
2 months ago
3
Heatmap of neural embeddings for the sample images
#62
ijyliu
closed
2 months ago
10
Plot of Mean LBP histogram for each class
#61
ijyliu
closed
2 months ago
0
HSV Plots for Report
#60
ijyliu
opened
2 months ago
5
Update Class Counts by Train-Test Split Table
#59
ijyliu
closed
2 months ago
2
Update Big Class Sample Images Plot
#58
ijyliu
closed
2 months ago
1
CVT - Convolutional Vision Transformer
#57
ijyliu
opened
2 months ago
0
Diffusion Model Classifier
#56
ijyliu
opened
2 months ago
0
4/8 Weekly Update Presentation
#55
ijyliu
closed
2 months ago
1
Update + Correct PCA and tSNE Visualizations with All Features
#54
ijyliu
closed
2 months ago
0
Car size feature
#53
ijyliu
opened
3 months ago
0
Create Classifier Evaluation Function and Run for All Classifiers
#52
ijyliu
closed
2 months ago
10
LBP Experimentation
#51
ijyliu
closed
2 months ago
1
Run PCA for Dimensionality Reduction of Final Features
#50
ijyliu
closed
2 months ago
0
Use Edge Detection to Refine HOG
#49
ijyliu
opened
3 months ago
0
Time per Image Benchmarks
#48
ijyliu
closed
2 months ago
1
ResNet
#47
ijyliu
opened
3 months ago
0
Note classes in imagenet 21K
#46
ijyliu
closed
2 months ago
1
Vision Transformer Features
#45
ijyliu
closed
3 months ago
1
Write Feature Creation Functions
#43
ijyliu
closed
2 months ago
0
Run features on 8K images
#42
ijyliu
closed
2 months ago
0
Random Forest Classifier
#41
ijyliu
closed
2 months ago
1
XGBoost Classifier
#40
ijyliu
closed
2 months ago
4
SVM Classifier
#39
ijyliu
closed
2 months ago
5
Logistic Regression Classifier
#38
ijyliu
closed
2 months ago
0
Create PCA and tSNE Plots
#37
ijyliu
closed
3 months ago
1
GPT-4 Vision
#36
ijyliu
closed
3 months ago
0
visual bag of words on edges/HOG
#35
ijyliu
opened
3 months ago
0
Color hist edits
#34
ijyliu
closed
3 months ago
0
Label Correction
#33
ijyliu
closed
2 months ago
1
Get a Working Classifier
#32
ijyliu
closed
3 months ago
0
4/1 Weekly Update Presentation
#31
ijyliu
closed
2 months ago
0
fix sample images paths and review code
#30
ijyliu
closed
3 months ago
0
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