Small Data Image Classification on DEIC Benchmark

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Average Balanced Accuracy (across datasets)

Rank	Model	Average Balanced Accuracy (across datasets)	Paper	Code	Year
1	Harmonic Networks	68.70	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
2	Cross-Entropy baseline	67.90	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
3	Cosine + Cross-Entropy Loss	64.92	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
4	T-vMF Similarity	64.67	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
5	DSK Networks	64.64	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
6	OLÉ	64.15	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
7	Cosine Loss	62.73	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
8	Full Convolution	62.06	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
9	Deep Hybrid Networks	60.33	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021
10	Grad-l2 Penalty	55.47	Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification	cvjena/deic	2021