diff --git a/.gitattributes b/.gitattributes
index 582f96676a57b2a1de4d196ec82edcf958e84462..ac090244a49f2cae031d3f41eee3219719ec5ecc 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -37,3 +37,4 @@ figures/eval.png filter=lfs diff=lfs merge=lfs -text
 figures/method.png filter=lfs diff=lfs merge=lfs -text
 figures/mi_v_ent.png filter=lfs diff=lfs merge=lfs -text
 figures/results.png filter=lfs diff=lfs merge=lfs -text
+datasets/medimeta/mammo_mass/images.hdf5 filter=lfs diff=lfs merge=lfs -text
diff --git a/datasets/medimeta/mammo_mass/LICENSE b/datasets/medimeta/mammo_mass/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..4cc9cb55d187d8f9a6bb6636fc8564d7635b27bd
--- /dev/null
+++ b/datasets/medimeta/mammo_mass/LICENSE
@@ -0,0 +1 @@
+This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA.
diff --git a/datasets/medimeta/mammo_mass/annotations.csv b/datasets/medimeta/mammo_mass/annotations.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6167d304b385a518f2b2360e92b545d4bfeef948
--- /dev/null
+++ b/datasets/medimeta/mammo_mass/annotations.csv
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diff --git a/datasets/medimeta/mammo_mass/info.yaml b/datasets/medimeta/mammo_mass/info.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..037bbc6191cb166f8bd30d786befc854c98e3863
--- /dev/null
+++ b/datasets/medimeta/mammo_mass/info.yaml
@@ -0,0 +1,65 @@
+id: mammo_mass
+name: Mammography (Masses)
+summary: "Cropped regions of interest (masses) from a curated breast
+imaging dataset of screening mammographies"
+
+domain: Mammography
+
+tasks:
+  - task_name: "pathology"
+    task_target: BINARY_CLASSIFICATION
+    labels:
+      0: "benign"
+      1: "malignant"
+  - task_name: "mass shape"
+    task_target: MULTILABEL_CLASSIFICATION
+    labels:
+      0: "ARCHITECTURAL_DISTORTION"
+      1: "ASYMMETRIC_BREAST_TISSUE"
+      2: "FOCAL_ASYMMETRIC_DENSITY"
+      3: "IRREGULAR"
+      4: "LOBULATED"
+      5: "LYMPH_NODE"
+      6: "OVAL"
+      7: "ROUND"
+  - task_name: "mass margins"
+    task_target: MULTILABEL_CLASSIFICATION
+    labels:
+      0: "CIRCUMSCRIBED"
+      1: "ILL_DEFINED"
+      2: "MICROLOBULATED"
+      3: "OBSCURED"
+      4: "SPICULATED"
+
+input_size: [1,224,224]
+
+total_num_samples: 1696
+splits_num_samples:
+  train: 1126
+  val: 192
+  test: 378
+original_splits_num_samples:
+  train: 1318
+  val: 0
+  test: 378
+
+domain_overlaps: [mammo_calc]
+subject_overlaps: []
+
+license: "Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)"
+project_website: https://www.woerner.eu/projects/medimeta/
+download_url: https://zenodo.org/records/7884735
+DOI: 10.5281/zenodo.7884735
+
+original_data:
+  - name: CBIS-DDSM
+    title: "Curated Breast Imaging Subset of Digital Database for Screening Mammography (CBIS-DDSM)"
+    url: https://wiki.cancerimagingarchive.net/pages/viewpage.action?pageId=22516629
+    license: "Creative Commons Attribution 3.0 Unported (CC BY 3.0)"
+    authors: "Sawyer-Lee, R., Gimenez, F., Hoogi, A., & Rubin, D."
+    paper_title: "A curated mammography data set for use in computer-aided detection and diagnosis research"
+    paper_url: https://doi.org/10.1038/sdata.2017.177
+    citations:
+      data: "Sawyer-Lee, R., Gimenez, F., Hoogi, A., & Rubin, D. (2016). Curated Breast Imaging Subset of Digital Database for Screening Mammography (CBIS-DDSM) (Version 1) [Data set]. The Cancer Imaging Archive. https://doi.org/10.7937/K9/TCIA.2016.7O02S9CY"
+      publication: "Lee, R. S., Gimenez, F., Hoogi, A., Miyake, K. K., Gorovoy, M., & Rubin, D. L. (2017). A curated mammography data set for use in computer-aided detection and diagnosis research. In Scientific Data (Vol. 4, Issue 1). Springer Science and Business Media LLC. https://doi.org/10.1038/sdata.2017.177"
+      TCIA: "Clark, K., Vendt, B., Smith, K., Freymann, J., Kirby, J., Koppel, P., Moore, S., Phillips, S., Maffitt, D., Pringle, M., Tarbox, L., & Prior, F. (2013). The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository. In Journal of Digital Imaging (Vol. 26, Issue 6, pp. 1045–1057). Springer Science and Business Media LLC. https://doi.org/10.1007/s10278-013-9622-7"
diff --git a/datasets/medimeta/mammo_mass/original_splits/test.txt b/datasets/medimeta/mammo_mass/original_splits/test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b3d370453ac40168a632668d87075aead31a181e
--- /dev/null
+++ b/datasets/medimeta/mammo_mass/original_splits/test.txt
@@ -0,0 +1,378 @@
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diff --git a/datasets/medimeta/mammo_mass/original_splits/train.txt b/datasets/medimeta/mammo_mass/original_splits/train.txt
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