Datasets › classification benchmark
classification benchmark
This benchmark includes 11 image classification datasets that were used to evaluate the transferability of metrics. Datasets include FGVC Aircraft, Caltech101, Stanford Cars, CIFAR-10, CIFAR-100, DTD, Oxford-102, Flowers, Food-101, Oxford-IIIT Pets, SUN397, and VOC2007 . Please refer to SFDA (https://github.com/TencentARC/SFDA) or ETran (https://github.com/mgholamikn/ETran/tree/main) for further details about the benchmark.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Transferability | classification benchmark | ETran Kendall's Tau 0.562 | ETran: Energy-Based Transferability Estimation | mgholamikn/ETran | 6 | Compare |
Papers archive 2025-07-28
6 shown of 6 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 6. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| ETran: Energy-Based Transferability Estimation | 1 | 1 | 3 Aug 2023 | ran 2 of 3 samples (1 unverified; 3 pointer-only for licence) |
| Not All Models Are Equal: Predicting Model Transferability in a Self-challenging Fisher Space | 1 | 1 | 7 Jul 2022 | ran 4 of 4 samples (0 unverified; 4 pointer-only for licence) |
| PACTran: PAC-Bayesian Metrics for Estimating the Transferability of Pretrained Models to Classification Tasks | 1 | 1 | 10 Mar 2022 | ran 2 of 2 samples (0 unverified) |
| LogME: Practical Assessment of Pre-trained Models for Transfer Learning | 1 | 1 | 22 Feb 2021 | ran 6 of 6 samples (0 unverified) |
| Ranking Neural Checkpoints | 1 | 1 | 23 Nov 2020 | not harvested |
| LEEP: A New Measure to Evaluate Transferability of Learned Representations | 0 | 1 | 27 Feb 2020 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- classification benchmark
1 variant name, as the archive lists them.
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