OpenCodePapers

small-data-image-classification-on-deic

Image ClassificationSmall Data Image Classification
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PaperCodeAverage Balanced Accuracy (across datasets)ModelNameReleaseDate
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link68.70Harmonic Networks2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link67.90Cross-Entropy baseline2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link64.92Cosine + Cross-Entropy Loss2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link64.67T-vMF Similarity2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link64.64DSK Networks2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link64.15OLÉ2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link62.73Cosine Loss2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link62.06Full Convolution2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link60.33Deep Hybrid Networks2021-08-30
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification✓ Link55.47Grad-l2 Penalty2021-08-30
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