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MPI Sintel

Papers archive 2025-07-28

papers with a benchmark row: 34 · with a code link: 30 · where Syntology ran a sample: 15 (12 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (15 of 34 with a benchmark row: 12 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 15 of the 15 papers with a benchmark row here where Syntology ran at least one harvested sample (12 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 198. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation 1 2 29 Jun 2025 official (archive's flag): 9 ran · 9 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified
MDFlow: Unsupervised Optical Flow Learning by Reliable Mutual Knowledge Distillation 1 4 11 Nov 2022 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
FlowFormer: A Transformer Architecture for Optical Flow 1 1 30 Mar 2022 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Global Matching with Overlapping Attention for Optical Flow Estimation 1 2 21 Mar 2022 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified
Perceiver IO: A General Architecture for Structured Inputs & Outputs 9 2 30 Jul 2021 community repositories only · 7 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified
Learning to Estimate Hidden Motions with Global Motion Aggregation 2 2 6 Apr 2021 official (archive's flag): 1 ran · 4 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation 2 2 8 Mar 2021 official: no sample here; runs from other or unrecorded repositories · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
UPFlow: Upsampling Pyramid for Unsupervised Optical Flow Learning 2 2 1 Dec 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
What Matters in Unsupervised Optical Flow 5 2 8 Jun 2020 community repositories only · 16 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 1 honoured, 0 violated, 15 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation 2 2 29 Mar 2020 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow 17 2 26 Mar 2020 official: harvested, nothing ran · 41 ran (of which 15 constructed an object rather than computing a result; 25 with no instrument failure: 3 honoured, 0 violated, 22 with no contract checked; 16 where Syntology's instrument failed) · 25 unverified (17 pointer-only for licence)
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask 3 4 24 Mar 2020 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
SelFlow: Self-Supervised Learning of Optical Flow 1 2 19 Apr 2019 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation 2 2 10 Apr 2019 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks 12 1 6 Dec 2016 14 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence)