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Models/DFormer-L

DFormer-L

Reported on 102 benchmarks across 7 tasks · 2 papers · 102 SOTA

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

Methodology80 results

3DonNJU2K
Average MAE· 2023-09-18
0.023
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonNJU2K
S-Measure· 2023-09-18
93.7
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonNJU2K
max E-Measure· 2023-09-18
96.4
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonNJU2K
max F-Measure· 2023-09-18
94.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSTERE
Average MAE· 2023-09-18
0.03
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSTERE
S-Measure· 2023-09-18
92.3
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSTERE
max E-Measure· 2023-09-18
95.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSTERE
max F-Measure· 2023-09-18
92.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSIP
Average MAE· 2023-09-18
0.032
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSIP
S-Measure· 2023-09-18
91.5
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSIP
max E-Measure· 2023-09-18
95
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonSIP
max F-Measure· 2023-09-18
93.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonNLPR
Average MAE· 2023-09-18
0.016
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonNLPR
S-Measure· 2023-09-18
94.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonNLPR
max E-Measure· 2023-09-18
97.1
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonNLPR
max F-Measure· 2023-09-18
93.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonDES
Average MAE· 2023-09-18
0.013
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonDES
S-Measure· 2023-09-18
94.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonDES
max E-Measure· 2023-09-18
98
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
3DonDES
max F-Measure· 2023-09-18
95.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNJU2K
Average MAE· 2023-09-18
0.023
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNJU2K
S-Measure· 2023-09-18
93.7
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNJU2K
max E-Measure· 2023-09-18
96.4
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNJU2K
max F-Measure· 2023-09-18
94.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSTERE
Average MAE· 2023-09-18
0.03
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSTERE
S-Measure· 2023-09-18
92.3
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSTERE
max E-Measure· 2023-09-18
95.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSTERE
max F-Measure· 2023-09-18
92.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSIP
Average MAE· 2023-09-18
0.032
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSIP
S-Measure· 2023-09-18
91.5
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSIP
max E-Measure· 2023-09-18
95
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonSIP
max F-Measure· 2023-09-18
93.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNLPR
Average MAE· 2023-09-18
0.016
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNLPR
S-Measure· 2023-09-18
94.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNLPR
max E-Measure· 2023-09-18
97.1
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonNLPR
max F-Measure· 2023-09-18
93.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonDES
Average MAE· 2023-09-18
0.013
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonDES
S-Measure· 2023-09-18
94.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonDES
max E-Measure· 2023-09-18
98
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D ClassificationonDES
max F-Measure· 2023-09-18
95.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNJU2K
Average MAE· 2023-09-18
0.023
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNJU2K
S-Measure· 2023-09-18
93.7
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNJU2K
max E-Measure· 2023-09-18
96.4
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNJU2K
max F-Measure· 2023-09-18
94.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSTERE
Average MAE· 2023-09-18
0.03
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSTERE
S-Measure· 2023-09-18
92.3
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSTERE
max E-Measure· 2023-09-18
95.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSTERE
max F-Measure· 2023-09-18
92.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSIP
Average MAE· 2023-09-18
0.032
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSIP
S-Measure· 2023-09-18
91.5
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSIP
max E-Measure· 2023-09-18
95
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononSIP
max F-Measure· 2023-09-18
93.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNLPR
Average MAE· 2023-09-18
0.016
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNLPR
S-Measure· 2023-09-18
94.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNLPR
max E-Measure· 2023-09-18
97.1
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononNLPR
max F-Measure· 2023-09-18
93.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononDES
Average MAE· 2023-09-18
0.013
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononDES
S-Measure· 2023-09-18
94.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononDES
max E-Measure· 2023-09-18
98
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
2D Object DetectiononDES
max F-Measure· 2023-09-18
95.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNJU2K
Average MAE· 2023-09-18
0.023
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNJU2K
S-Measure· 2023-09-18
93.7
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNJU2K
max E-Measure· 2023-09-18
96.4
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNJU2K
max F-Measure· 2023-09-18
94.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSTERE
Average MAE· 2023-09-18
0.03
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSTERE
S-Measure· 2023-09-18
92.3
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSTERE
max E-Measure· 2023-09-18
95.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSTERE
max F-Measure· 2023-09-18
92.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSIP
Average MAE· 2023-09-18
0.032
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSIP
S-Measure· 2023-09-18
91.5
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSIP
max E-Measure· 2023-09-18
95
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konSIP
max F-Measure· 2023-09-18
93.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNLPR
Average MAE· 2023-09-18
0.016
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNLPR
S-Measure· 2023-09-18
94.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNLPR
max E-Measure· 2023-09-18
97.1
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konNLPR
max F-Measure· 2023-09-18
93.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konDES
Average MAE· 2023-09-18
0.013
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konDES
S-Measure· 2023-09-18
94.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konDES
max E-Measure· 2023-09-18
98
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
16konDES
max F-Measure· 2023-09-18
95.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668

Computer Vision20 results

Object DetectiononNJU2K
Average MAE· 2023-09-18
0.023
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononNJU2K
S-Measure· 2023-09-18
93.7
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononNJU2K
max E-Measure· 2023-09-18
96.4
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononNJU2K
max F-Measure· 2023-09-18
94.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSTERE
Average MAE· 2023-09-18
0.03
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSTERE
S-Measure· 2023-09-18
92.3
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSTERE
max E-Measure· 2023-09-18
95.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSTERE
max F-Measure· 2023-09-18
92.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSIP
Average MAE· 2023-09-18
0.032
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSIP
S-Measure· 2023-09-18
91.5
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSIP
max E-Measure· 2023-09-18
95
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononSIP
max F-Measure· 2023-09-18
93.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononNLPR
Average MAE· 2023-09-18
0.016
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononNLPR
S-Measure· 2023-09-18
94.2
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononNLPR
max E-Measure· 2023-09-18
97.1
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononNLPR
max F-Measure· 2023-09-18
93.9
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononDES
Average MAE· 2023-09-18
0.013
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononDES
S-Measure· 2023-09-18
94.8
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononDES
max E-Measure· 2023-09-18
98
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668
Object DetectiononDES
max F-Measure· 2023-09-18
95.6
SOTA
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation arXiv:2309.09668

Medical1 result

Semantic SegmentationonSUN-RGBD
Mean IoU (test)· uses extra data· 2023-04-21
48.17
SOTA
Missing Modality Robustness in Semi-Supervised Multi-Modal Semantic Segmentation arXiv:2304.10756

Audio1 result

10-shot image generationonSUN-RGBD
Mean IoU (test)· uses extra data· 2023-04-21
48.17
SOTA
Missing Modality Robustness in Semi-Supervised Multi-Modal Semantic Segmentation arXiv:2304.10756