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Unsupervised Object Segmentation 벤치마크

Unsupervised Object Segmentation on ClevrTex

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mIoU

0 19.89 39.79 59.69 79.58 2021-11 2026-11 GNM — 42.25 (2021-11-19) DTI — 33.79 (2021-11-19) eMORL — 30.17 (2021-11-19) IODINE — 29.16 (2021-11-19) SA — 22.58 (2021-11-19) MONet — 19.78 (2021-11-19) MN — 10.46 (2021-11-19) SPACE — 9.14 (2021-11-19) GenV2 — 7.93 (2021-11-19) SPAIR — 0.0 (2021-11-19) GNM — 42.25 (2021-11-19) DTI — 33.79 (2021-11-19) eMORL — 30.17 (2021-11-19) IODINE — 29.16 (2021-11-19) SA — 22.58 (2021-11-19) MONet — 19.78 (2021-11-19) MN — 10.46 (2021-11-19) SPACE — 9.14 (2021-11-19) GenV2 — 7.93 (2021-11-19) SPAIR — 0.0 (2021-11-19) AST-Seg-B3-CT — 79.58 (2022-05-26) AST — 66.62 (2022-05-26) AST-Seg-B3-CT — 79.58 (2022-05-26) AST — 66.62 (2022-05-26) GNM — 42.25 (2021-11-19) AST-Seg-B3-CT — 79.58 (2022-05-26)
RankModel mIoUMSE PaperCodeYear
1 AST-Seg-B3-CT 79.58±0.54139±7 Unsupervised Multi-object Segmentation Using Attention and Soft-argmax BrunoSauvalle/AST 2022
2 AST 66.62± 0.80167± 1 Unsupervised Multi-object Segmentation Using Attention and Soft-argmax BrunoSauvalle/AST 2022
3 GNM 42.25± 0.18383± 2 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
4 DTI 33.79± 1.30438± 22 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
5 eMORL 30.17± 2.60347± 20 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
6 IODINE 29.16± 0.75340± 3 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
7 SA 22.58± 2.07254± 8 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
8 MONet 19.78± 1.02146± 7 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
9 MN 10.46± 0.10335± 1 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
10 SPACE 9.14± 3.46 298± 80 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
11 GenV2 7.93± 1.53 315±106 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
12 SPAIR 0.0 ± 0.01101± 2 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
13 AST-Seg-B3-CT 79.58±0.54139±7 Unsupervised Multi-object Segmentation Using Attention and Soft-argmax BrunoSauvalle/AST 2022
14 AST 66.62± 0.80167± 1 Unsupervised Multi-object Segmentation Using Attention and Soft-argmax BrunoSauvalle/AST 2022
15 GNM 42.25± 0.18383± 2 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
16 DTI 33.79± 1.30438± 22 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
17 eMORL 30.17± 2.60347± 20 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
18 IODINE 29.16± 0.75340± 3 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
19 SA 22.58± 2.07254± 8 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
20 MONet 19.78± 1.02146± 7 ClevrTex: A Texture-Rich Benchmark for Unsupervised Multi-Object Segmentation karazijal/clevrtex-generation 2021
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