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Models/EDSR+MMHCA

EDSR+MMHCA

Reported on 16 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Computer Vision8 results

Image Super-ResolutiononIXI
PSNR 2x T2w· 2022-04-08
40.43
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
Image Super-ResolutiononIXI
PSNR 4x T2w· 2022-04-08
32.7
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
Image Super-ResolutiononIXI
SSIM 4x T2w· 2022-04-08
0.9469
best: 0.9472 (SERAN)
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
Image Super-ResolutiononIXI
SSIM for 2x T2w· 2022-04-08
0.9877
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
3D Object Super-ResolutiononIXI
PSNR 2x T2w· 2022-04-08
40.43
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
3D Object Super-ResolutiononIXI
PSNR 4x T2w· 2022-04-08
32.7
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
3D Object Super-ResolutiononIXI
SSIM 4x T2w· 2022-04-08
0.9469
best: 0.9472 (SERAN)
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
3D Object Super-ResolutiononIXI
SSIM for 2x T2w· 2022-04-08
0.9877
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218

Graphs4 results

Super-ResolutiononIXI
PSNR 2x T2w· 2022-04-08
40.43
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
Super-ResolutiononIXI
PSNR 4x T2w· 2022-04-08
32.7
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
Super-ResolutiononIXI
SSIM 4x T2w· 2022-04-08
0.9469
best: 0.9472 (SERAN)
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
Super-ResolutiononIXI
SSIM for 2x T2w· 2022-04-08
0.9877
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218

Methodology4 results

16konIXI
PSNR 2x T2w· 2022-04-08
40.43
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
16konIXI
PSNR 4x T2w· 2022-04-08
32.7
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
16konIXI
SSIM 4x T2w· 2022-04-08
0.9469
best: 0.9472 (SERAN)
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218
16konIXI
SSIM for 2x T2w· 2022-04-08
0.9877
SOTA
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution arXiv:2204.04218