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Models/CDDMSL

CDDMSL

Reported on 40 benchmarks across 5 tasks · 1 paper · 25 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology32 results

3DonPASCAL VOC to Watercolor2k
mAp· 2023-09-24
49.7
best: 63.7 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
3DonBDD100K
MAP· 2023-09-24
27.1
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
3DonComic2k
mAP· 2023-09-24
45.9
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
3DonPASCAL VOC to Comic2k
mAP· 2023-09-24
46.3
best: 50.2 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
3DonCityscapes to Foggy Cityscapes
mAP· 2023-09-24
54.3
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonPASCAL VOC to Watercolor2k
mAp· 2023-09-24
49.7
best: 63.7 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonBDD100K
MAP· 2023-09-24
27.1
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonComic2k
mAP· 2023-09-24
45.9
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonPASCAL VOC to Comic2k
mAP· 2023-09-24
46.3
best: 50.2 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonCityscapes to Foggy Cityscapes
mAP· 2023-09-24
54.3
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononPASCAL VOC to Watercolor2k
mAp· 2023-09-24
49.7
best: 63.7 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononBDD100K
MAP· 2023-09-24
27.1
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononComic2k
mAP· 2023-09-24
45.9
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononPASCAL VOC to Comic2k
mAP· 2023-09-24
46.3
best: 50.2 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononCityscapes to Foggy Cityscapes
mAP· 2023-09-24
54.3
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konPASCAL VOC to Watercolor2k
mAp· 2023-09-24
49.7
best: 63.7 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konBDD100K
MAP· 2023-09-24
27.1
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konComic2k
mAP· 2023-09-24
45.9
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konPASCAL VOC to Comic2k
mAP· 2023-09-24
46.3
best: 50.2 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konCityscapes to Foggy Cityscapes
mAP· 2023-09-24
54.3
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
3DonWatercolor2k
MAP· 2023-09-24
49.8
best: 72.2 (TADP)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
3DonPascal VOC to Clipart1K
mAP· 2023-09-24
40.4
best: 55.6 (DDT)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
3DonClipart1k
MAP· 2023-09-24
39.8
best: 69.8 (H2FA R-CNN (clipart_all))
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonWatercolor2k
MAP· 2023-09-24
49.8
best: 72.2 (TADP)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonPascal VOC to Clipart1K
mAP· 2023-09-24
40.4
best: 55.6 (DDT)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D ClassificationonClipart1k
MAP· 2023-09-24
39.8
best: 69.8 (H2FA R-CNN (clipart_all))
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononWatercolor2k
MAP· 2023-09-24
49.8
best: 72.2 (TADP)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononPascal VOC to Clipart1K
mAP· 2023-09-24
40.4
best: 55.6 (DDT)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
2D Object DetectiononClipart1k
MAP· 2023-09-24
39.8
best: 69.8 (H2FA R-CNN (clipart_all))
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konWatercolor2k
MAP· 2023-09-24
49.8
best: 72.2 (TADP)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konPascal VOC to Clipart1K
mAP· 2023-09-24
40.4
best: 55.6 (DDT)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
16konClipart1k
MAP· 2023-09-24
39.8
best: 69.8 (H2FA R-CNN (clipart_all))
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525

Computer Vision8 results

Object DetectiononPASCAL VOC to Watercolor2k
mAp· 2023-09-24
49.7
best: 63.7 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
Object DetectiononBDD100K
MAP· 2023-09-24
27.1
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
Object DetectiononComic2k
mAP· 2023-09-24
45.9
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
Object DetectiononPASCAL VOC to Comic2k
mAP· 2023-09-24
46.3
best: 50.2 (DDT)
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
Object DetectiononCityscapes to Foggy Cityscapes
mAP· 2023-09-24
54.3
SOTA
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
Object DetectiononWatercolor2k
MAP· 2023-09-24
49.8
best: 72.2 (TADP)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
Object DetectiononPascal VOC to Clipart1K
mAP· 2023-09-24
40.4
best: 55.6 (DDT)
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525
Object DetectiononClipart1k
MAP· 2023-09-24
39.8
best: 69.8 (H2FA R-CNN (clipart_all))
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment arXiv:2309.13525