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License: CC0 1.0

1 to 10 of 37,871 Results

CNS-Bench Jul 22, 2025 Dünkel, Olaf, 2025, "CNS-Bench", https://doi.org/10.17617/3.MAGNKP, Edmond, V1 Benchmarking dataset, as introduced in the paper "CNS-Bench: Benchmarking Image Classifier Robustness Under Continuous Nuisance Shifts".
annotations_cns.json Jul 22, 2025 - CNS-Bench JSON - 38.8 MB - MD5: 5b275270b763b3f436ba1c43d9aff889 Metadata for dataset.
cns_bench.zip Jul 22, 2025 - CNS-Bench ZIP Archive - 2.5 GB - MD5: 1709014fe58470e5b6d87967b01453f4 CNS-Bench images.
filtering_dataset_images.zip Jul 22, 2025 - CNS-Bench ZIP Archive - 249.6 MB - MD5: 97b88d4150571f1d622825074778a6a0 Out-of-class filtering dataset.
filtering_labels.csv Jul 22, 2025 - CNS-Bench Comma Separated Values - 1.4 MB - MD5: 522ca8bfc9a6f2e5f7a26dd644737a93 Labels for image filtering dataset.
lora_adapters.zip Jul 22, 2025 - CNS-Bench ZIP Archive - 13.7 GB - MD5: 0f1a289d27c50a0d70a45493695c21d2 LoRA adapters for shifting.
results.zip Jul 22, 2025 - CNS-Bench ZIP Archive - 72.8 MB - MD5: 7f88096bcd433c36b91d6b3baeeb752c CNS-Bench model evaluations.
Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6 Jul 22, 2025 Schumann, Frank, 2025, "Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6", https://doi.org/10.17617/3.NLOTAC, Edmond, V2 The files are the raw data of the 2D asymmetry distributions.
Fig2_a.dat Jul 22, 2025 - Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6 Fixed Field Text Data - 73.7 KB - MD5: 3b07dcc7e204de42e1025d0b1f5e68b5 2D array for A_up values are in percent and the in-plane k_x and k_y range is +/-0.3968 inverse Angstrom
Fig2_b.dat Jul 22, 2025 - Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6 Fixed Field Text Data - 73.9 KB - MD5: 8dd810702e882156c67ed2dcab9253ea 2D array for A_down values are in percent and the in-plane k_x and k_y range is +/-0.3968 inverse Angstrom

CNS-Bench

Jul 22, 2025

Dünkel, Olaf, 2025, "CNS-Bench", https://doi.org/10.17617/3.MAGNKP, Edmond, V1

Benchmarking dataset, as introduced in the paper "CNS-Bench: Benchmarking Image Classifier Robustness Under Continuous Nuisance Shifts".

annotations_cns.json

Jul 22, 2025 - CNS-Bench

JSON - 38.8 MB -

Metadata for dataset.

cns_bench.zip

Jul 22, 2025 - CNS-Bench

ZIP Archive - 2.5 GB -

CNS-Bench images.

filtering_dataset_images.zip

Jul 22, 2025 - CNS-Bench

ZIP Archive - 249.6 MB -

Out-of-class filtering dataset.

filtering_labels.csv

Jul 22, 2025 - CNS-Bench

Comma Separated Values - 1.4 MB -

Labels for image filtering dataset.

lora_adapters.zip

Jul 22, 2025 - CNS-Bench

ZIP Archive - 13.7 GB -

LoRA adapters for shifting.

results.zip

Jul 22, 2025 - CNS-Bench

ZIP Archive - 72.8 MB -

CNS-Bench model evaluations.

Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6

Jul 22, 2025

Schumann, Frank, 2025, "Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6", https://doi.org/10.17617/3.NLOTAC, Edmond, V2

The files are the raw data of the 2D asymmetry distributions.

Fig2_a.dat

Jul 22, 2025 - Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6

Fixed Field Text Data - 73.7 KB -

2D array for A_up values are in percent and the in-plane k_x and k_y range is +/-0.3968 inverse Angstrom

Fig2_b.dat

Jul 22, 2025 - Data to support Fig.2,Fig.3 ,Fig.4 and Fig.6

Fixed Field Text Data - 73.9 KB -

2D array for A_down values are in percent and the in-plane k_x and k_y range is +/-0.3968 inverse Angstrom

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