BB
BenchBoard

Decision cockpit for pathology foundation-model benchmarking, built to move from broad coverage scans to task-level evidence.

Task Evidence

PANDA · isup_grade (PANDA__isup_grade)

Diagnostic Pathology / Histologic Grading & Dysplasia Severity

Inspect benchmark evidence for one task at a time: who leads, how stable the split-level results are, and which neighbouring tasks are likely to transfer intuition.

clsL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia SeverityprostateH&EAnchor evidence

Task metadata

Fields sourced from benchmark_main. Missing values are shown as —.

cls
Identity
task_key
PANDA__isup_grade
dataset_name
PANDA
task_name
isup_grade
task_type
cls
Taxonomy
task_family_l1
Diagnostic Pathology
task_family_l2
Histologic Grading & Dysplasia Severity
label_structure
ordinal
num_classes
6
labels
{"0": "0", "1": "1", "2": "2", "3": "3", "4": "4", "5": "5"}
Biology
organ
prostate
stain
H&E
specimen_type
biopsy
timepoint
diagnosis
disease
前列腺癌
Scale & Labels
patient_n
9527
slide_n
9527
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Anchor
result_quality_score
93
result_flags
result_tier_reason
Stable split behavior: median std 0.005.Clear model separation: significant-win density 0.484.Difficulty sits in a usable range: best mean 0.920.
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Similar tasks

Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.