MulTaBench
Collection
Benchmarking multimodal tabular learning with text and images (NeurIPS 2026 Spotlight): leaderboard, 80 datasets and cached embeddings. • 84 items • Updated • 1
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
Could not read the parquet files: Parquet magic bytes not found in footer. Either the file is corrupted or this is not a parquet file.
Error code: FileSystemError
Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
left or right breast string | image view string | abnormality id int64 | mass shape string | mass margins string | assessment int64 | pathology string | subtlety int64 | image file path string | breast_density int64 |
|---|---|---|---|---|---|---|---|---|---|
LEFT | CC | 1 | IRREGULAR-ARCHITECTURAL_DISTORTION | SPICULATED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.342386194811267636608694132590482924515_1-211.jpg | 3 |
LEFT | MLO | 1 | IRREGULAR-ARCHITECTURAL_DISTORTION | SPICULATED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.359308329312397897125630708681441180834_1-207.jpg | 3 |
LEFT | CC | 1 | ARCHITECTURAL_DISTORTION | ILL_DEFINED | 4 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.89180046211022531834352631483669346540_1-250.jpg | 3 |
LEFT | MLO | 1 | ARCHITECTURAL_DISTORTION | ILL_DEFINED | 4 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.295360926313492745441868049270168300162_1-067.jpg | 3 |
RIGHT | MLO | 1 | OVAL | CIRCUMSCRIBED | 4 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.410524754913057908920631336070876889890_1-056.jpg | 3 |
RIGHT | CC | 1 | OVAL | ILL_DEFINED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.392091931911637760938815694332198115839_1-275.jpg | 3 |
RIGHT | MLO | 1 | OVAL | ILL_DEFINED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.18553022011298363903753970133853455201_1-104.jpg | 3 |
LEFT | MLO | 1 | IRREGULAR | ILL_DEFINED-SPICULATED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.399831242111800621220027542190666363688_1-046.jpg | 3 |
RIGHT | CC | 1 | OVAL | CIRCUMSCRIBED | 4 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.353764633213863442442494539840710764601_1-092.jpg | 2 |
RIGHT | MLO | 1 | OVAL | CIRCUMSCRIBED | 4 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.301773695910378556700140939623830965391_1-082.jpg | 2 |
LEFT | CC | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.145557498613842583714429986600518227573_1-247.jpg | 1 |
LEFT | MLO | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.369287458813355648611939058220166307923_1-286.jpg | 1 |
RIGHT | CC | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.238517328812179290330581800221092807231_1-007.jpg | 1 |
RIGHT | MLO | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.84350006812506903321489911520378117746_1-171.jpg | 1 |
RIGHT | CC | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.123968816011512951434814084172747879091_1-289.jpg | 1 |
RIGHT | MLO | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.417639228911807576813743896492930957214_1-137.jpg | 1 |
LEFT | CC | 1 | OVAL | OBSCURED | 3 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.309084608411015532140916069362205656297_1-131.jpg | 2 |
LEFT | MLO | 1 | OVAL | OBSCURED | 3 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.108774078613788646228188307731057957441_1-204.jpg | 2 |
RIGHT | CC | 1 | OVAL | ILL_DEFINED | 4 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.110121844111380389421997802543666595081_1-202.jpg | 2 |
RIGHT | MLO | 1 | OVAL | CIRCUMSCRIBED | 4 | BENIGN | 4 | images/1.3.6.1.4.1.9590.100.1.2.22246302512974851218714489803754405447_1-091.jpg | 2 |
RIGHT | CC | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.222964872412147464212566329811281296906_1-215.jpg | 3 |
RIGHT | MLO | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.369255064712196304011941917441138397637_1-010.jpg | 3 |
RIGHT | CC | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.19837517612718253003962722834096769392_1-174.jpg | 2 |
RIGHT | MLO | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.71857658212153789806692143780711049660_1-039.jpg | 2 |
LEFT | CC | 1 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 5 | images/1.3.6.1.4.1.9590.100.1.2.345718135710333764616119469392727175992_1-232.jpg | 1 |
LEFT | MLO | 1 | LOBULATED-LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 5 | images/1.3.6.1.4.1.9590.100.1.2.225312674712404832441253979110135741852_1-200.jpg | 1 |
RIGHT | CC | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.101999469712679926627011488331183444331_1-063.jpg | 2 |
RIGHT | CC | 2 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.101999469712679926627011488331183444331_1-063.jpg | 2 |
RIGHT | CC | 3 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.101999469712679926627011488331183444331_1-063.jpg | 2 |
RIGHT | CC | 4 | LOBULATED | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.101999469712679926627011488331183444331_1-063.jpg | 2 |
RIGHT | MLO | 1 | LOBULATED | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.126931471711950064228802134232479763588_1-259.jpg | 2 |
RIGHT | MLO | 2 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.126931471711950064228802134232479763588_1-259.jpg | 2 |
LEFT | CC | 1 | FOCAL_ASYMMETRIC_DENSITY | ILL_DEFINED | 4 | MALIGNANT | 3 | images/1.3.6.1.4.1.9590.100.1.2.42762912711049730303427014573334305742_1-054.jpg | 4 |
LEFT | MLO | 1 | FOCAL_ASYMMETRIC_DENSITY | ILL_DEFINED | 4 | MALIGNANT | 3 | images/1.3.6.1.4.1.9590.100.1.2.94401286311079940637575354234176510341_1-013.jpg | 4 |
RIGHT | MLO | 1 | IRREGULAR | OBSCURED-ILL_DEFINED | 3 | MALIGNANT | 1 | images/1.3.6.1.4.1.9590.100.1.2.171816063911475350035467296003818227479_1-013.jpg | 3 |
LEFT | CC | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.24049862710563375227171012253250062296_1-183.jpg | 2 |
LEFT | MLO | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.126303723213704792631423033741356404692_1-061.jpg | 2 |
RIGHT | MLO | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.71142001913594554509299523963960662855_1-184.jpg | 4 |
LEFT | CC | 1 | LOBULATED | CIRCUMSCRIBED | 0 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.392843982712744859935562444050144815856_1-144.jpg | 2 |
RIGHT | CC | 1 | OVAL | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.224382551013539826002081665883063274367_1-131.jpg | 1 |
RIGHT | MLO | 1 | OVAL | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.312778704210164438821730925283101542220_1-266.jpg | 1 |
RIGHT | CC | 1 | IRREGULAR | ILL_DEFINED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.423589932611394098813047451172529019148_1-062.jpg | 2 |
LEFT | CC | 1 | OVAL | OBSCURED | 3 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.62520602613602980418030688082379323379_1-032.jpg | 1 |
LEFT | MLO | 1 | OVAL | OBSCURED | 3 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.43941248811932060425959307772414033323_1-131.jpg | 1 |
RIGHT | CC | 1 | LOBULATED | CIRCUMSCRIBED | 3 | BENIGN | 4 | images/1.3.6.1.4.1.9590.100.1.2.148086015311392424203944628703986309919_1-064.jpg | 2 |
RIGHT | MLO | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 4 | images/1.3.6.1.4.1.9590.100.1.2.51941006212124694604546402963586764653_1-012.jpg | 2 |
RIGHT | MLO | 1 | FOCAL_ASYMMETRIC_DENSITY | ILL_DEFINED | 3 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.222490301911728266815742260480398367605_1-182.jpg | 3 |
LEFT | CC | 1 | OVAL | OBSCURED | 0 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.426908919112508199513948266470990243457_1-087.jpg | 2 |
LEFT | MLO | 1 | OVAL | OBSCURED | 0 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.245693496012713226434568669521804873679_1-164.jpg | 2 |
RIGHT | CC | 1 | IRREGULAR | SPICULATED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.428163832610892161130597449180121416361_1-231.jpg | 3 |
RIGHT | MLO | 1 | IRREGULAR | SPICULATED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.124763553711502840222713752821937905604_1-168.jpg | 3 |
LEFT | MLO | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.99849561512168290821756942242329439660_1-251.jpg | 3 |
RIGHT | CC | 1 | IRREGULAR | ILL_DEFINED | 4 | MALIGNANT | 2 | images/1.3.6.1.4.1.9590.100.1.2.380688420811164855711720421660362201473_1-026.jpg | 3 |
RIGHT | MLO | 1 | IRREGULAR | ILL_DEFINED | 4 | MALIGNANT | 2 | images/1.3.6.1.4.1.9590.100.1.2.270247332712204572705533887232680546749_1-114.jpg | 3 |
LEFT | CC | 1 | OVAL | ILL_DEFINED | 4 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.208879543011335395238635741982121125116_1-294.jpg | 4 |
LEFT | MLO | 1 | OVAL | ILL_DEFINED | 4 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.2448529311758051613285357123953923871_1-227.jpg | 4 |
RIGHT | CC | 1 | ARCHITECTURAL_DISTORTION | null | 0 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.52906053712866447802133269923371757737_1-117.jpg | 2 |
RIGHT | MLO | 1 | ARCHITECTURAL_DISTORTION | null | 0 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.106920945012310500814153560730340285091_1-016.jpg | 2 |
RIGHT | CC | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.424882811712752156925272152341077230426_1-067.jpg | 1 |
RIGHT | MLO | 1 | IRREGULAR | MICROLOBULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.290229220113810647235081932003928413427_1-046.jpg | 1 |
RIGHT | CC | 1 | ROUND | CIRCUMSCRIBED | 4 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.70439657210611085411146057522676433720_1-178.jpg | 2 |
RIGHT | MLO | 1 | ROUND | MICROLOBULATED | 4 | BENIGN | 5 | images/1.3.6.1.4.1.9590.100.1.2.76958903112621704936459227274115747517_1-117.jpg | 2 |
RIGHT | CC | 1 | IRREGULAR-ARCHITECTURAL_DISTORTION | MICROLOBULATED-ILL_DEFINED-SPICULATED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.156622924410420181519254667710041906178_1-115.jpg | 2 |
RIGHT | MLO | 1 | IRREGULAR-ARCHITECTURAL_DISTORTION | MICROLOBULATED-ILL_DEFINED-SPICULATED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.149183380211624614428278537532778083640_1-178.jpg | 2 |
LEFT | CC | 1 | IRREGULAR | ILL_DEFINED | 3 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.83772224311442125742849225592295739438_1-223.jpg | 2 |
LEFT | MLO | 1 | IRREGULAR | ILL_DEFINED | 4 | BENIGN | 4 | images/1.3.6.1.4.1.9590.100.1.2.150047816910398807624984413733128681561_1-006.jpg | 2 |
LEFT | CC | 1 | OVAL | CIRCUMSCRIBED | 4 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.395119796911717183208718117572298386861_1-022.jpg | 2 |
LEFT | MLO | 1 | OVAL | CIRCUMSCRIBED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.330825165611895385300304977110070004321_1-082.jpg | 2 |
LEFT | MLO | 2 | ROUND | CIRCUMSCRIBED | 4 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.330825165611895385300304977110070004321_1-082.jpg | 2 |
RIGHT | CC | 1 | ROUND | CIRCUMSCRIBED | 4 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.293629768213098982240090876542239338862_1-048.jpg | 2 |
RIGHT | MLO | 1 | ROUND | CIRCUMSCRIBED | 4 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.204932936112007111301870388513884327444_1-182.jpg | 2 |
RIGHT | MLO | 2 | ROUND | CIRCUMSCRIBED | 4 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.204932936112007111301870388513884327444_1-182.jpg | 2 |
RIGHT | CC | 1 | OVAL | CIRCUMSCRIBED | 3 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.375224835512033376313982800814186047606_1-297.jpg | 3 |
RIGHT | MLO | 1 | ROUND | OBSCURED | 3 | BENIGN | 2 | images/1.3.6.1.4.1.9590.100.1.2.374025484613289747003633301880664191502_1-055.jpg | 3 |
LEFT | CC | 1 | LOBULATED-ARCHITECTURAL_DISTORTION | MICROLOBULATED-SPICULATED | 4 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.397977891813455499623578940723346023154_1-264.jpg | 2 |
LEFT | MLO | 1 | LOBULATED | ILL_DEFINED | 4 | MALIGNANT | 4 | images/1.3.6.1.4.1.9590.100.1.2.75074886911317428336210351841116845645_1-123.jpg | 2 |
RIGHT | CC | 1 | OVAL | OBSCURED | 3 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.417089406912388930328037705201262088179_1-034.jpg | 1 |
RIGHT | MLO | 1 | OVAL | OBSCURED | 3 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.34059138011334091729776129790894631289_1-078.jpg | 1 |
LEFT | CC | 1 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.180117656012441206012066533421449364027_1-036.jpg | 1 |
LEFT | CC | 2 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.180117656012441206012066533421449364027_1-036.jpg | 1 |
LEFT | CC | 3 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.180117656012441206012066533421449364027_1-036.jpg | 1 |
LEFT | MLO | 1 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.383084015312187246035597241651391161847_1-124.jpg | 1 |
LEFT | MLO | 2 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.383084015312187246035597241651391161847_1-124.jpg | 1 |
LEFT | MLO | 3 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.383084015312187246035597241651391161847_1-124.jpg | 1 |
LEFT | MLO | 4 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.383084015312187246035597241651391161847_1-124.jpg | 1 |
LEFT | MLO | 5 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.383084015312187246035597241651391161847_1-124.jpg | 1 |
RIGHT | CC | 2 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.419410657312812960613390693250292392446_1-037.jpg | 1 |
RIGHT | CC | 3 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.419410657312812960613390693250292392446_1-037.jpg | 1 |
RIGHT | CC | 4 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.419410657312812960613390693250292392446_1-037.jpg | 1 |
RIGHT | MLO | 1 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.10098093912338239901459163343317187533_1-285.jpg | 1 |
RIGHT | MLO | 2 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.10098093912338239901459163343317187533_1-285.jpg | 1 |
RIGHT | MLO | 3 | LYMPH_NODE | CIRCUMSCRIBED | 2 | BENIGN_WITHOUT_CALLBACK | 4 | images/1.3.6.1.4.1.9590.100.1.2.10098093912338239901459163343317187533_1-285.jpg | 1 |
RIGHT | MLO | 1 | ROUND | CIRCUMSCRIBED | 3 | BENIGN_WITHOUT_CALLBACK | 3 | images/1.3.6.1.4.1.9590.100.1.2.19751888112560792610074441432332202668_1-148.jpg | 2 |
LEFT | CC | 1 | OVAL | OBSCURED | 0 | BENIGN | 4 | images/1.3.6.1.4.1.9590.100.1.2.20630952912877569514919614793206323155_1-164.jpg | 2 |
LEFT | MLO | 1 | OVAL | OBSCURED | 0 | BENIGN | 4 | images/1.3.6.1.4.1.9590.100.1.2.126154531211010377022690167651705249481_1-104.jpg | 2 |
LEFT | CC | 1 | LOBULATED | ILL_DEFINED | 4 | BENIGN | 1 | images/1.3.6.1.4.1.9590.100.1.2.170037968011249223529181108823956048305_1-060.jpg | 3 |
LEFT | CC | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.291790757212675342611858069914078236037_1-209.jpg | 3 |
LEFT | MLO | 1 | IRREGULAR | SPICULATED | 5 | MALIGNANT | 5 | images/1.3.6.1.4.1.9590.100.1.2.280825898411750356829843839152975856247_1-157.jpg | 3 |
RIGHT | CC | 1 | ROUND | ILL_DEFINED | 4 | MALIGNANT | 3 | images/1.3.6.1.4.1.9590.100.1.2.318795357011333161907603475760244333735_1-239.jpg | 3 |
LEFT | MLO | 1 | LOBULATED | CIRCUMSCRIBED | 4 | BENIGN | 3 | images/1.3.6.1.4.1.9590.100.1.2.282641258311596660228204542760068355720_1-031.jpg | 2 |
End of preview.
MUL_IMAGE_CBIS_DDSM
Part of MulTaBench, a benchmark for multimodal tabular learning.
Paper: MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image · Leaderboard: multabench/leaderboard
- Target:
breast_density - Rows: 1696
- Original source: https://www.kaggle.com/datasets/awsaf49/cbis-ddsm-breast-cancer-image-dataset
Load the benchmark splits with multabench.load_split("MUL_IMAGE_CBIS_DDSM", fold=0).
| Column | Type |
|---|---|
| left or right breast | categorical |
| image view | categorical |
| abnormality id | int |
| mass shape | categorical |
| mass margins | categorical |
| assessment | int |
| pathology | categorical |
| subtlety | int |
| image file path | image path (inside images-*.zip) |
| breast_density | int |
Citation
@misc{arazi2026multabenchbenchmarkingmultimodaltabular,
title={MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image},
author={Alan Arazi and Eilam Shapira and Shoham Grunblat and Mor Ventura and Elad Hoffer and Gioia Blayer and David Holzmüller and Lennart Purucker and Gaël Varoquaux and Frank Hutter and Roi Reichart},
year={2026},
eprint={2605.10616},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2605.10616},
}
- Downloads last month
- 104