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Referring Expression Segmentation archive 2025-07-28

RefCoCo val Benchmark (Referring Expression Segmentation)

37 rows 32 with code listed 8 metrics Dataset page

The task aims at labeling the pixels of an image or video that represent an object instance referred by a linguistic expression. In particular, the referring expression (RE) must allow the identification of an individual object in a discourse or scene (the referent). REs unambiguously identify the target instance.

The archive carries no text for this table; the description above is the archive's text for the task Referring Expression Segmentation. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: Overall IoU (higher is better), Precision@0.5 (higher is better), Precision@0.6 (higher is better), Precision@0.7 (higher is better), Precision@0.8 (higher is better), Precision@0.9 (higher is better), Mean IoU (higher is better). Not inferred (points only, no best-so-far line): mIoU. Points are placed at the row's paper date; 37 of 37 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 DeRIS-L 85.4185.72 – Paper Code 2025 linked, not harvested report
2 HyperSeg 84.8 ✓ Paper Code 2024 7 of 17 ran · 10 unverified report
3 PSALM 83.6 ✓ Paper Code 2024 2 of 7 ran · 5 unverified report
4 MLCD-Seg-7B 83.6 ✓ Paper Code 2024 7 of 11 ran · 4 unverified report
5 HIPIE 82.8 ✓ Paper Code 2023 2 of 4 ran · 2 unverified report
6 EVF-SAM 82.4 ✓ Paper Code 2024 3 of 3 ran · 0 unverified report
7 UNINEXT-H 82.19 ✓ Paper Code 2023 3 of 4 ran · 1 unverified report
8 UniLSeg-100 81.74 ✓ Paper Code 2023 13 of 16 ran · 3 unverified report
9 DETRIS 81.0 – Paper Code 2025 7 of 17 ran · 10 unverified report
10 C3VG 80.89 – Paper Code 2025 5 of 13 ran · 8 unverified report
11 GLEE-Pro 80.0 ✓ Paper Code 2023 8 of 13 ran · 5 unverified report
12 SegAgent 79.7 – Paper Code 2025 1 of 2 ran · 1 unverified report
13 MaskRIS (Swin-B, combined DB) 78.71 – Paper Code 2024 linked, not harvested report
14 GROUNDHOG 78.5 ✓ Paper – 2024 no code linked report
15 SafaRi-B 77.21 – Paper – 2024 no code linked report
16 MaskRIS (Swin-B) 76.4978.35 – Paper Code 2024 linked, not harvested report
17 PolyFormer-L 75.9676.94 ✓ Paper Code 2023 5 of 6 ran · 1 unverified report
18 MagNet 75.24 – Paper Code 2023 10 of 13 ran · 3 unverified report
19 PolyFormer-B 74.82 ✓ Paper Code 2023 5 of 6 ran · 1 unverified report
20 ReLA 73.82 – Paper Code 2023 2 of 5 ran · 3 unverified report
21 VPD 73.25 – Paper Code 2023 4 of 5 ran · 1 unverified report
22 VLT 72.96 – Paper Code 2022 0 of 6 ran · 6 unverified report
23 ETRIS 71.06 – Paper Code 2023 8 of 16 ran · 8 unverified report
24 RefTR 70.56 – Paper Code 2021 0 of 5 ran · 5 unverified report
25 CRIS 70.47 – Paper Code 2021 7 of 12 ran · 5 unverified report
26 MaIL 70.13 – Paper – 2021 no code linked report
27 VLT 65.65 – Paper Code 2021 linked, not harvested report
28 SHNet 65.3275.1869.3661.2146.1616.23 – Paper Code 2021 linked, not harvested report
29 CPMC 61.36 – Paper Code 2020 0 of 7 ran · 7 unverified report
30 BRINet 61.35 – Paper – 2020 no code linked report
31 RefVOS with BERT + MLM loss 59.45 – Paper Code 2020 linked, not harvested report
32 LANG2SEG 58.90 – Paper Code 2019 0 of 2 ran · 2 unverified report
33 RefVOS with BERT Pre-train 58.65 – Paper Code 2020 linked, not harvested report
34 CMSA 58.32 – Paper Code 2019 linked, not harvested report
35 STEP (1-fold) 56.58 – Paper – 2019 no code linked report
36 MattNet 56.51 – Paper Code 2018 linked, not harvested report
37 VATEX 78.16 – Paper Code 2024 linked, not harvested report

All 37 rows shown. 37 link to a paper page on this site; 11 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 22 rows have a graph line, from 21 distinct papers; 18 rows (17 papers) have at least one sample that ran. Counting each paper once: Syntology ran 94 of 184 samples; 90 unverified. Separately, 21 of those 184 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

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