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SOTA2 Research · tasks
Explore the problems researchers are working on and the benchmarks used to measure progress.
| Task Name | Domain | Benchmarks | Papers | Last Update |
|---|---|---|---|---|
| Dermoscopy Image Classification and Concept Prediction | 1 | 1 | Apr 23, 2026 | |
| Image Classification Certified Robustness | 1 | 1 | Feb 27, 2026 | |
| Image Classification Defense | 1 | 1 | Jun 19, 2026 | |
| Image Classification Training Optimization | 1 | 1 | May 8, 2026 | |
| Encrypted Image Classification | 1 | 1 | Feb 19, 2026 | |
| Image Classification and Calibration | 1 | 1 | May 19, 2026 | |
| 1D Image Classification | 1 | 1 | Feb 27, 2026 | |
| 3D Image Classification | 1 | 2 | Mar 5, 2026 | |
| Backdoor Image Classification |
|---|
| 1 |
| 1 |
| Feb 19, 2026 |
| Image Classification and Multimodal Retrieval | 1 | 1 | Feb 24, 2026 |
|---|
| Fair Medical Image Classification | 1 | 1 | May 29, 2026 |
|---|
| Image Classification and Reconstruction Defense | 1 | 1 | Feb 18, 2026 |
|---|
| Base-to-novel Image Classification | 1 | 3 | May 18, 2026 |
|---|
| Image Classification under Transfer-based Black-box Attacks | 1 | 1 | Feb 18, 2026 |
|---|
| Image Classification/Detection | 1 | 1 | Feb 18, 2026 |
|---|
| 10-way Image Classification | 1 | 1 | Feb 18, 2026 |
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| Interpretable Image Classification | 1 | 1 | Feb 20, 2026 |
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| Lung Ultrasound Image Classification | 1 | 1 | Feb 18, 2026 |
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| Fine-grained Image Classification Attribution | 1 | 1 | May 20, 2026 |
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| Medical image classification (Histopathology) | 1 | 2 | Apr 8, 2026 |
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| Medical image classification (Retina) | 1 | 1 | Apr 8, 2026 |
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| Medical image classification (Skin) | 1 | 2 | Apr 8, 2026 |
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| Generalized Few-Shot Image Classification | 1 | 1 | Feb 18, 2026 |
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| Microscopy Image Classification | 1 | 1 | May 21, 2026 |
|---|
| Cell-level Histopathological Image Classification | 1 | 1 | Mar 5, 2026 |
|---|