Datasets › RefCOCO › Papers where code ran, page 1
RefCOCO
Papers archive 2025-07-28
papers with a benchmark row: 43 · with a code link: 38 · where Syntology ran a sample: 25 (23 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology
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all papers with a benchmark row only where code ran (25 of 43 with a benchmark row: 23 with a run with no instrument failure, 2 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 25 of the 25 papers with a benchmark row here where Syntology ran at least one harvested sample (23 with a run with no instrument failure, 2 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.
A run counts when it is a run with no instrument failure any run, instrument failures included The first hides, in your browser, the papers where every run was a failure of Syntology's instrument; the second shows every paper on this page.
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 439. 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 2026-09-28 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record .
Paper Code Results Date Samples run Syntology
Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation
1
7
15 Jan 2025
official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (9 pointer-only for licence )
Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints
1
6
12 Jan 2025
official (archive's flag): 9 ran · 9 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; 4 where Syntology's instrument failed) · 4 unverified
HyperSeg: Towards Universal Visual Segmentation with Large Language Model
1
6
26 Nov 2024
official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 1 violated, 7 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence )
Multi-label Cluster Discrimination for Visual Representation Learning
1
6
24 Jul 2024
official (archive's flag): 7 ran · 7 ran (of which 7 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) · 4 unverified; every one of the 7 samples that ran constructed an object rather than computing a result
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model
1
6
28 Jun 2024
official (archive's flag): 1 ran · 3 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; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence )
PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model
1
1
21 Mar 2024
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence )
HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning
1
2
19 Mar 2024
official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 3 unverified
Mask Grounding for Referring Image Segmentation
1
6
19 Dec 2023
official (archive's flag): 10 ran · 10 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; 5 where Syntology's instrument failed) · 3 unverified (13 pointer-only for licence )
General Object Foundation Model for Images and Videos at Scale
1
3
14 Dec 2023
official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence )
Universal Segmentation at Arbitrary Granularity with Language Instruction
2
7
4 Dec 2023
official (archive's flag): 14 ran · 14 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; 8 where Syntology's instrument failed) · 2 unverified (7 pointer-only for licence )
Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation
1
2
21 Jul 2023
official (archive's flag): 11 ran · 11 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; 5 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence )
Hierarchical Open-vocabulary Universal Image Segmentation
1
2
3 Jul 2023
official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence )
GRES: Generalized Referring Expression Segmentation
2
4
1 Jun 2023
official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
Universal Instance Perception as Object Discovery and Retrieval
1
4
12 Mar 2023
official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence )
Unleashing Text-to-Image Diffusion Models for Visual Perception
2
1
3 Mar 2023
official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 2 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence )
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation
1
8
14 Feb 2023
official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence )
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video
4
3
1 Feb 2023
community repositories only · 17 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 8 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence )
X²-VLM: All-In-One Pre-trained Model For Vision-Language Tasks
2
6
22 Nov 2022
official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence )
VLT: Vision-Language Transformer and Query Generation for Referring Segmentation
1
4
28 Oct 2022
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
SeqTR: A Simple yet Universal Network for Visual Grounding
3
2
30 Mar 2022
community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence )
CRIS: CLIP-Driven Referring Image Segmentation
1
4
30 Nov 2021
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (7 pointer-only for licence )
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts
1
3
16 Nov 2021
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
Referring Transformer: A One-step Approach to Multi-task Visual Grounding
1
1
6 Jun 2021
official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 0 unverified
Referring Image Segmentation via Cross-Modal Progressive Comprehension
1
4
1 Oct 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) · 1 unverified
Referring Expression Object Segmentation with Caption-Aware Consistency
1
1
10 Oct 2019
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified