整理：AI算法与图像处理
CVPR2022论文和代码整理：https://github.com/DWCTOD/CVPR2022-Papers-with-Code-Demo
ECCV2022论文和代码整理：https://github.com/DWCTOD/ECCV2022-Papers-with-Code-Demo
最新成果demo展示：
标题：MuLUT: Cooperating Mulitple Look-Up Tables for Efficient Image Super-Resolution
论文：
https://www.ecva.net/papers/eccv_2022/papers_ECCV/papers/136780234.pdf
主页：https://mulut.pages.dev/
代码：https://github.com/ddlee-cn/MuLUT
边缘设备的高分辨率屏幕刺激了对高效图像超分辨率（SR）的强烈需求。一项新兴的研究，SR-LUT，通过将查找表（LUT）与基于学习的SR方法相结合来响应这一需求。然而，单个LUT的大小随着其索引容量的增加呈指数级增长。因此，单个LUT的感受野受到限制，导致性能低下。为了解决这个问题，我们通过支持多个LUT（称为MuLUT）的合作来扩展SR-LUT。首先，我们设计了两种新的互补索引模式，并行构造了多个LUT。其次，我们提出了一种重新索引机制，以实现多个LUT之间的分层索引。在这两种方式中，MuLUT的总大小与其索引容量呈线性关系，从而产生了一种获得优异性能的实用方法。我们检查了MuLUT在五个SR基准上的优势。MuLUT比SR-LUT实现了显著的改进，最高可达1.1dB PSNR，同时保持了其效率。此外，我们扩展了MuLUT以解决拜耳图案图像的去马赛克问题，在两个基准上大大超过了SR-LUT。
最新论文整理
ECCV2022
Updated on : 1 Nov 2022
total number : 3
Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation
- 论文/Paper: http://arxiv.org/pdf/2210.17400
- 代码/Code: https://github.com/deepplants/vit-pcm
Generative Negative Text Replay for Continual Vision-Language Pretraining
- 论文/Paper: http://arxiv.org/pdf/2210.17322
- 代码/Code: None
Time-rEversed diffusioN tEnsor Transformer: A new TENET of Few-Shot Object Detection
- 论文/Paper: http://arxiv.org/pdf/2210.16897
- 代码/Code: https://github.com/zs123-lang/tenet
CVPR2022
NeurIPS
Updated on : 1 Nov 2022
total number : 10
Deep Model Reassembly
- 论文/Paper: http://arxiv.org/pdf/2210.17409
- 代码/Code: https://github.com/Adamdad/DeRy
Unified Optimal Transport Framework for Universal Domain Adaptation
- 论文/Paper: http://arxiv.org/pdf/2210.17067
- 代码/Code: https://github.com/changwxx/uniot-for-unida
Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid
- 论文/Paper: http://arxiv.org/pdf/2210.16834
- 代码/Code: https://github.com/kikimormay/fsl-tcbr
Towards Versatile Embodied Navigation
- 论文/Paper: http://arxiv.org/pdf/2210.16822
- 代码/Code: https://github.com/hanqingwangai/VXN
SL3D: Self-supervised-Self-labeled 3D Recognition
- 论文/Paper: http://arxiv.org/pdf/2210.16810
- 代码/Code: https://github.com/fcendra/sl3d
Dataset Distillation via Factorization
- 论文/Paper: http://arxiv.org/pdf/2210.16774
- 代码/Code: https://github.com/huage001/datasetfactorization
Breaking the Symmetry: Resolving Symmetry Ambiguities in Equivariant Neural Networks
- 论文/Paper: http://arxiv.org/pdf/2210.16646
- 代码/Code: None
Learning Probabilistic Models from Generator Latent Spaces with Hat EBM
- 论文/Paper: http://arxiv.org/pdf/2210.16486
- 代码/Code: https://github.com/point0bar1/hat-ebm
Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images
- 论文/Paper: http://arxiv.org/pdf/2210.16457
- 代码/Code: https://github.com/cyMichael/ROI_Detection
Learning Audio-Visual Dynamics Using Scene Graphs for Audio Source Separation
- 论文/Paper: http://arxiv.org/pdf/2210.16472
- 代码/Code: None
