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AkideLiu committed Jul 15, 2023
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# BPKD : Boundary Privileged Knowledge Distillation For Semantic Segmentation
Authors: Liyang Liu, Zihan Wang, Minh Hieu Phan, Bowen Zhang, Yifan Liu*.

*Corresponding author
*Corresponding author

## What's New

Expand Down Expand Up @@ -98,20 +98,23 @@ python tools/test.py {config.py} {checkpoint.pth}
| CIRKD | 54\.53 | 12\.82 | 35\.07 | 45\.38 |
| CWD | 54\.53 | 12\.82 | 37\.02 | 46\.33 |
| **BPKD(Ours)** | 54\.53 | 12\.82 | **38\.51** | **47\.70** |
| | | | | |
| T: HRNetV2P-W48 | 95\.64 | 65\.95 | 42\.02 | 53\.52 |
| S:HRNetV2P-W18S | 10\.49 | 3\.97 | 31\.38 | 41\.39 |
| SKDS | 10\.49 | 3\.97 | 32\.57 | 43\.22 |
| IFVD | 10\.49 | 3\.97 | 32\.66 | 43\.23 |
| CIRKD | 10\.49 | 3\.97 | 33\.06 | 44\.30 |
| CWD | 10\.49 | 3\.97 | 34\.00 | 42\.76 |
| **BPKD(Ours)** | 10\.49 | 3\.97 | **35\.31** | **46\.11** |
| | | | | |
| T:DeeplabV3P-R101 | 255\.67 | 62\.68 | 45\.47 | 56\.41 |
| S:DeeplabV3P+MV2 | 69\.60 | 15\.35 | 31\.56 | 45\.14 |
| SKDS | 69\.60 | 15\.35 | 32\.49 | 46\.47 |
| IFVD | 69\.60 | 15\.35 | 32\.11 | 46\.07 |
| CIRKD | 69\.60 | 15\.35 | 32\.24 | 46\.09 |
| CWD | 69\.60 | 15\.35 | 35\.12 | 49\.76 |
| **BPKD(Ours)** | 69\.60 | 15\.35 | **35\.49** | **53\.84** |
| | | | | |
| T:ISANet-R101 | 228\.21 | 56\.80 | 43\.80 | 54\.39 |
| S: ISANet-R18 | 54\.33 | 12\.46 | 31\.15 | 41\.21 |
| SKDS | 54\.33 | 12\.46 | 32\.16 | 41\.80 |
Expand All @@ -133,20 +136,23 @@ python tools/test.py {config.py} {checkpoint.pth}
| CIRKD | 54\.53 | 12\.82 | 45\.62 | 56\.15 |
| CWD | 54\.53 | 12\.82 | 45\.99 | 55\.56 |
| **BPKD(Ours)** | 54\.53 | 12\.82 | **46\.82** | **56\.29** |
| | | | | |
| T: HRNetV2P-W48 | 95\.64 | 65\.95 | 51\.12 | 61\.39 |
| S:HRNetV2P-W18S | 10\.49 | 3\.97 | 40\.62 | 51\.43 |
| SKDS | 10\.49 | 3\.97 | 41\.54 | 52\.18 |
| IFVD | 10\.49 | 3\.97 | 41\.55 | 52\.24 |
| CIRKD | 10\.49 | 3\.97 | 42\.02 | 52\.88 |
| CWD | 10\.49 | 3\.97 | 42\.89 | 53\.37 |
| **BPKD(Ours)** | 10\.49 | 3\.97 | **43\.96** | **54\.51** |
| | | | | |
| T:DeeplabV3P-R101 | 255\.67 | 62\.68 | 53\.20 | 64\.04 |
| S:DeeplabV3P+MV2 | 69\.60 | 15\.35 | 41\.01 | 52\.92 |
| SKDS | 69\.60 | 15\.35 | 42\.07 | 55\.06 |
| IFVD | 69\.60 | 15\.35 | 41\.73 | 54\.34 |
| CIRKD | 69\.60 | 15\.35 | 42\.25 | 55\.12 |
| CWD | 69\.60 | 15\.35 | 43\.74 | 56\.37 |
| **BPKD(Ours)** | 69\.60 | 15\.35 | **46\.23** | **58\.12** |
| | | | | |
| T:ISANet-R101 | 228\.21 | 56\.80 | 53\.41 | 64\.04 |
| S: ISANet-R18 | 54\.33 | 12\.46 | 44\.05 | 54\.67 |
| SKDS | 54\.33 | 12\.46 | 45\.69 | 56\.27 |
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