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psnr

Syntologyfunction-name censuscensus 2026-09-22battery b986f7e04d79all samples with this name

psnr: 9 implementations from 11 papers ran on one shared input (census 2026-09-22, battery b986f7e04d79); they produced 6 distinct outputs across 4 buckets, one shared input per bucket.

Identical values to six decimals (the recorded digest) on the shared input are agreement on those inputs, not equivalence. Implementations are compared only within one bucket, the positional (rank, kind, dtype) of each array argument; the argument name is not part of the key because the harness draws the shared array from (rank, kind) and casts it to the dtype, whatever the name; each bucket's shared input is fixed by that key, so members of one bucket saw bitwise-identical inputs under their own scalar arguments. A cluster is the set of members whose recorded output digest is identical. Nothing here says which computation a paper's method intended, and nothing reproduces a paper's results.

Not compared, and not in the tables or the counts above:

Bucket 1 of 4: arg 1: rank 4, kind float, dtype float32 · arg 2: rank 4, kind float, dtype float32

4 implementations from 4 papers share this bucket (rank, kind, dtype of each array argument, positional; each member's recorded signature, argument name included, is shown under it); 2 distinct outputs, largest cluster first. Values are the first 8 of the recorded output, flattened.

Cluster (same digest to six decimals)MembersShared output on this bucket's input
3 implementations
3 papers
9402bb655bc3
recorded values identical

inference_adadiff_singlecoil.py 11acb016
recorded img1:4/float/float32, img2:4/float/float32

pnp_fbs_superres.py 3c1cd4ef
recorded x:4/float/float32, im_orig:4/float/float32

tools/compression.py a4a11842
recorded img1:4/float/float32, img2:4/float/float32; max_val=1.0
[inf]
shape [] · float32 · Tensor · non-finite
1 implementation
1 paper
e28b77045029

render.py cc89cab6
recorded img1:4/float/float32, img2:4/float/float32
[inf, inf]
shape [2, 1] · float32 · Tensor · non-finite

Bucket 2 of 4: arg 1: rank 2, kind float, dtype float32 · arg 2: rank 2, kind float, dtype float32

3 implementations from 3 papers share this bucket (rank, kind, dtype of each array argument, positional; each member's recorded signature, argument name included, is shown under it); 2 distinct outputs, largest cluster first. Values are the first 8 of the recorded output, flattened.

Cluster (same digest to six decimals)MembersShared output on this bucket's input
2 implementations
2 papers
00754a39f7de
recorded values identical

system/flcore/servers/serverbn.py 41701891
recorded original:2/float/float32, contrast:2/float/float32

src/misf.py caabcc4a
recorded pred:2/float/float32, target:2/float/float32
[100]
shape [] · int64 · int
1 implementation
1 paper
9402bb655bc3

indi_diffusion.py 2d7675c4
recorded input:2/float/float32, target:2/float/float32; max_val=1.0
[inf]
shape [] · float32 · Tensor · non-finite

Bucket 3 of 4: arg 1: rank 2, kind float, dtype float64 · arg 2: rank 2, kind float, dtype float64

1 implementation from 2 papers share this bucket (rank, kind, dtype of each array argument, positional; each member's recorded signature, argument name included, is shown under it); 1 distinct output, largest cluster first. Values are the first 8 of the recorded output, flattened.

Cluster (same digest to six decimals)MembersShared output on this bucket's input
1 implementation
2 papers
9402bb655bc3
one code sha held from 2 papers' repositories
models.py f4eb7942
recorded y_true:2/float/float64, y_pred:2/float/float64
[inf]
shape [] · float64 · non-finite

Bucket 4 of 4: arg 1: rank 3, kind float, dtype float32 · arg 2: rank 3, kind float, dtype float32

1 implementation from 2 papers share this bucket (rank, kind, dtype of each array argument, positional; each member's recorded signature, argument name included, is shown under it); 1 distinct output, largest cluster first. Values are the first 8 of the recorded output, flattened.

Cluster (same digest to six decimals)MembersShared output on this bucket's input
1 implementation
2 papers
00754a39f7de
one code sha held from 2 papers' repositories
system/flcore/servers/serverkdx.py 4946a7bb
recorded original:3/float/float32, contrast:3/float/float32
[100]
shape [] · int64 · int

Identical values to six decimals (the recorded digest) on the shared input are agreement on those inputs, not equivalence; where a cluster's members carry recorded values, the largest difference among them is shown under the cluster. Paper titles are the archive's archive 2025-07-28 where the paper is in the archive and the graph's where it was added by Syntology; papers with no page here are shown by their recorded paper id only. A paper count above the implementation count means one implementation (one code sha) is held from several papers' repositories and counts once. Per-sample status, licence and fingerprint records for each paper are on its paper page. JSON twin: /census/psnr.json.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections