Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (1.5%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: yuxuyi123
- Default Branch: main
- Size: 18.6 KB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
A Region-based Logit Distillation Framework for Semantic Segmentation
Code will be released following manuscript acceptance.
| Method ( on Cityscapes) | Params (M) | FLOPs (G) | Val mIoU (%) | |--------------------------------------|------------|-----------|--------------| | T: DeepLabv3-Res101 | 61.1M | 2371.7G | 78.07 | | S: DeepLabv3-Res18 | 13.6M | | 74.21 | | +SKD | 13.6M | | 75.42 | | +IFVD | 13.6M | | 75.64 | | +CWD | 13.6M | | 76.04 | | +CIRKD | 13.6M | | 76.38 | | +MasKD | 13.6M | 572.0G | 77.00 | | +CAD/LAD | 13.6M | | 76.81 / 76.78| | +RDD | 13.6M | | 77.18 | | +TD | 13.6M | | 76.57 | | +DIST/DIST+ | 13.6M | | 77.10 / 77.36| | +RLD (Ours) | 13.6M | | 77.80 Download | ||||| | Method | Params (M) | FLOPs (G) | Val mIoU (%) | | S: DeepLabv3-MBV2 | 3.2M | | 73.12 | | +SKD | 3.2M | | 73.82 | | +IFVD | 3.2M | | 73.50 | | +CWD | 3.2M | | 74.66 | | +CIRKD | 3.2M | 128.9G | 75.42 | | +MasKD [^5] | 3.2M | | 75.26 | | +RDD [^7] | 3.2M | | 76.38 | | +TD [^8] | 3.2M | | 75.14 | | +RLD (Ours) | 3.2M | | 76.30 | ||||| | Method | Params (M) | FLOPs (G) | Val mIoU (%) | | S: PSPNet-Res18 | 12.9M | | 72.55 | | +SKD [^1] | 12.9M | | 73.29 | | +IFVD [^2] | 12.9M | | 73.71 | | +CWD [^3] | 12.9M | | 74.36 | | +CIRKD [^4] | 12.9M | 507.4G | 74.73 | | +MasKD [^5] | 12.9M | | 75.34 | | +RDD [^7] | 12.9M | | 75.88 | | +TD [^8] | 12.9M | | 76.24 | | +DIST/DIST+ [^9] | 12.9M | | 76.31 / 76.52| | +RLD (ours) | 12.9M | | 76.55 |
Owner
- Name: YYU
- Login: yuxuyi123
- Kind: user
- Company: Zhejiang University
- Repositories: 1
- Profile: https://github.com/yuxuyi123
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - family-names: "Yu" given-names: "Xuyi" title: "RLD" version: 1.0.0 date-released: 2025-06-06 url: "https://github.com/yuxuyi123/RLD"
GitHub Events
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- Push event: 6
- Create event: 1
Last Year
- Push event: 6
- Create event: 1