From d43924c8cb9e4b6b345b4f521fecbc706f4f55d4 Mon Sep 17 00:00:00 2001 From: Qunliang Xing Date: Tue, 26 Apr 2022 13:53:49 +0800 Subject: [PATCH] Update blogs --- README.md | 2 +- blog_en.md | 225 ++++++++++++++++++ blog_zh.md | 225 ++++++++++++++++++ ...epeated_frame.png => duplicated_frame.png} | Bin ...frame_enh.png => duplicated_frame_enh.png} | Bin figs/results.png | Bin 0 -> 283773 bytes 6 files changed, 451 insertions(+), 1 deletion(-) create mode 100644 blog_en.md create mode 100644 blog_zh.md rename figs/{repeated_frame.png => duplicated_frame.png} (100%) rename figs/{repeated_frame_enh.png => duplicated_frame_enh.png} (100%) create mode 100644 figs/results.png diff --git a/README.md b/README.md index 709ccf2..551ed73 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,7 @@ Our team (TaoMC2) wins the [NTIRE 2022 Challenge on Super-Resolution and Quality ## Open-Source -- [ ] Sharing of our experience: Under review (eta: April 26) +- [x] Sharing of our experience: [[Blog-zh]](https://github.com/ryanxingql/winner-ntire22-vqe/blob/main/blog_zh.md) [[Blog-en]](https://github.com/ryanxingql/winner-ntire22-vqe/blob/main/blog_en.md) - [x] Report of our performance: [[NTIRE22 official report]](https://arxiv.org/abs/2204.09314) - [x] Paper of our pre-training and progressive training method: [[CVPRW paper]](https://arxiv.org/abs/2204.09924) - [ ] Paper of our improved propagation and methods beyond competition (eta: July 2022) diff --git a/blog_en.md b/blog_en.md new file mode 100644 index 0000000..d453778 --- /dev/null +++ b/blog_en.md @@ -0,0 +1,225 @@ +# Experience of Winning the NTIRE 2022 Video Enhancement Challenge + +[[中文]](https://github.com/ryanxingql/winner-ntire22-vqe/blob/main/blog_zh.md) [[Project Page]](https://github.com/ryanxingql/winner-ntire22-vqe) + +- [Experience of Winning the NTIRE 2022 Video Enhancement Challenge](#experience-of-winning-the-ntire-2022-video-enhancement-challenge) + - [1. Challenge Background](#1-challenge-background) + - [2. Challenge Results](#2-challenge-results) + - [3. Our Solution](#3-our-solution) + - [3.1 PQF Propagation](#31-pqf-propagation) + - [3.2 Remove Duplicated Frames](#32-remove-duplicated-frames) + - [3.3 Three-Step Convergence](#33-three-step-convergence) + - [3.4 Progressive Training](#34-progressive-training) + - [4. Thinking](#4-thinking) + - [4.1 Why Not Use the Video Transformer](#41-why-not-use-the-video-transformer) + - [4.2 In-Depth Research on Long-Term Works](#42-in-depth-research-on-long-term-works) + - [4.3 Select a Baseline with High Complexity](#43-select-a-baseline-with-high-complexity) + - [4.4 Use Transformers with Pre-training](#44-use-transformers-with-pre-training) + - [4.5 Postscript](#45-postscript) + +Authors: [Qunliang Xing](https://ryanxingql.github.io/), [Minglang Qiao](https://github.com/MinglangQiao), [Lai Jiang](https://github.com/remega) and [Mai Xu](https://scholar.google.com/citations?user=JdhDuXAAAAAJ) + +Affiliation: [Beihang MC2 Lab](http://www.buaamc2.net/) + +## 1. Challenge Background + +The full name of the NTIRE Challenge is "New Trends in Image Restoration and Enhancement workshop and challenges on image and video processing". The NTIRE challenge is one of the most famous CVPR workshops (A total of about 71 workshops are included in [CVPRW 2022](https://cvpr2022.thecvf.com/workshop-schedule)). NTIRE is a workshop hosted by [Radu Timofte](https://scholar.google.ch/citations?user=u3MwH5kAAAAJ&hl=en), which is first held at [ACCV 2016](https://data.vision.ee.ethz.ch/cvl/ntire/) and has since become a regular at CVPRW. + + + +Figure: CVPRW22. + +The NTIRE challenge is broken down into multiple challenges. The multi-frame quality enhancement challenge is organized by [Yang](https://scholar.google.ch/citations?user=3NgkOp0AAAAJ&hl=en) and Radu starting in 2021, which [initially](https://data.vision.ee.ethz.ch/cvl/ntire21/) contains two main tracks: fidelity (PSNR) optimization and perceptual quality (MOS) optimization. The organizers remove the perceptual track [this year](https://data.vision.ee.ethz.ch/cvl/ntire22/) and introduce the super-resolution and enhancement tracks. + + + +Figure: NTIRE21 multi-frame quality enhancement challenges. + + + +Figure: NTIRE22 multi-frame quality enhancement challenges. + +In recent years, more and more teams have been pouring into these challenges and publicizing their titles. It has become more and more difficult to win the championship. The participating teams in NTIRE21 include Peking University, Tsinghua University, Fudan University, Nanjing University, NTU S-Lab, Tencent, Bilibili, ByteDance, DJI, Huawei Noah, BOE, etc. + + + +Figure: NTIRE21 teams. + +This year, more teams from Alibaba, ZTE, Xiaomi, XPixel, Tencent GY-Lab, the Institute of Automation of the Chinese Academy of Sciences, Beihang University, Harbin Institute of Technology, University of Electronic Science and Technology, Nanjing University of Science and Technology and SIAT have also participated. + +[Beihang MC2 Lab](http://www.buaamc2.net/) has been focusing on video quality enhancement methods for many years. This year, we participate in this challenge for the first time. + +## 2. Challenge Results + +We won two championships and one runner-up in all three tracks. + + + +Figure: Challenge results. + +Our approach showed strong generalization ability in the Track 2. We won the first place with an advantage of 0.1 dB. + +## 3. Our Solution + +Based on our baseline model BasicVSR++, we discovered and implemented four key innovations to achieve our results. + +### 3.1 PQF Propagation + +PQFs (key frames) refer to the frames with high PSNR score in the video, which are usually given high bit rates or small quantization steps. The distribution of PQFs is as follows: the first frame is PQF, followed by another PQF every 3 non-PQFs. If we denote PQFs by 1 and non-PQFs by 0, then the video frames can be represented as: 1000 1000 1000... + +BasicVSR++ takes both forward and backward propagations. In theory, each frame can receive information from two PQFs in both sides. However, this information sometimes takes multiple steps of propagation to arrive. Taking the first non-PQF as an example, its right-hand second-order propagation is still from a non-PQF. Therefore, we propose to replace the second-order propagation in BasicVSR++ with PQF propagation. + + + +Figure: Propagation in BasicVSR++ + + + +Figure: PQF propagation + +Experiments show that the model performance is improved by 0.05-0.1 dB. + +### 3.2 Remove Duplicated Frames + +We discovered by accident that about 30% of the videos had duplicated frames, both for the official data-set and our data-set. + +There are no duplicate frames in the ground truth videos; but because of the high similarity of adjacent two frames (50-70 dB between two frames), they become identical after compression. + + + +Figure: Duplicated frames. + +The temporal information and alignment play a key role in quality enhancement (to be mentioned in Section 4.2). BasicVSR shows that as the number of input frames decreases, the performance also decreases; and a very important reason why VRT does not exceed BasicVSR++ is that it can only handle 16 frames of video, while BasicVSR++ can handle 30 frames. + + + +Figure: In the BasicVSR experiment, the more slices in a video, the smaller the number of frames per slice, and the worse the PSNR. + +In our opinion, these duplicated frames in LQ videos are redundant to the network. If we remove duplicated frames, then the effective number of frames increases and the network performance may improve. + + + +Figure: How we deal with duplicated frames. + +We first tried to remove the duplicated frames in the testing phase. We remove the duplicated frames before enhancement and restore the duplicated frames by copying after enhancement. The result slightly decreased. + +We then tried to remove duplicated frames during both the training and testing, and obtained a gain of around 0.05-0.1 dB. + +### 3.3 Three-Step Convergence + +We all know that optimizing MSE is equivalent to optimizing PSNR. But strangely, nearly half of the teams in NTIRE21 use the Charbonnier loss function. + +We first did experiments and found that the model with Charbonnier loss converged much faster than the model with MSE loss. Moreover, the PSNR can be higher for the model with Charbonnier loss. A large number of articles corroborate this finding, like [this](https://www.mdpi.com/2079-9292/10/11/1234/pdf): + + + +Figure: PSNR performance with Charbonnier loss on SISR task is better than that with L2 loss. + +We used a three-step training method with success: + +1. Training over our data-set with Charbonnier loss. +2. Training over our data-set with L2 loss. The model performance is improved by 0.02 dB. +3. Training over the official data-set with L2 loss. The model performance is further improved by 0.02 dB. + +We guess that the official data-set can better reflect the organizers' preference for data; besides, our data generation process may have a certain deviation from the official one. Therefore, we conduct the third step of training. + +### 3.4 Progressive Training + +It is very difficult to directly train a large model. Our final model has up to 70 million parameters. Each module in the network relies on the previous module. If the front-end module does not converge in the early stage of training, then the input of the back-end module is problematic. Therefore, direct end-to-end training is hard to obtain a good model. Therefore, we need to progressively train and converge each module of our large model. + +We added 10 residual blocks for reconstruction each training time, i.e., from 5 to 55 blocks (until the 32GB V100 memory is filled up). Therefore, we took a total of 6 times of training. + + + +Figure: 10 residual blocks are added to the reconstruction module each time, and the parameters are not fixed; the previously trained parameters should be loaded. + +In this way, the training cost becomes very high, but the gain is also significant. Compared with the direct end-to-end training of our large model, the improvement is about 0.1 dB. + +## 4. Thinking + +### 4.1 Why Not Use the Video Transformer + +When choosing the baseline model, we thought about whether to choose a transformer-based network structure. We analyzed the feasibility and reliability of the transformer, especially the representative VRT method, and found three main issues: + +- We have insufficient GPU memory: VRT uses 8 A100 GPUs with 80 GB memory each. Instead, we have only one machine with 8 V100 GPUs of 32 GB memory and several machines with 4 V100 GPUs. +- Training transformers is time-consuming: VRT takes about 5-7 days to train a model, and the speed of A100 is 3 times that of V100, so it takes at least half a month for us to train the same model. +- The performance of the video transformer is limited: According to VRT's report, on 7-frame short videos (such as Vimeo data-set), VRT's performance exceeds that of BasicVSR++; but for long videos (such as REDS with 100 frames per video), VRT cannot input more than 16 frames at one time due to the limited video memory, while BasicVSR++ can input more than 30 frames; as a result, the performance of VRT is lower than that of BasicVSR++. + + + +Figure: VRT experiment report. + +Therefore, we did not use the video transformer as our baseline model. + +### 4.2 In-Depth Research on Long-Term Works + +To improve our baseline model, we conducted in-depth research on some long-term works in this field, since there must be experiences and key findings in these works. + +Let's take the works of Kelvin (the author of BasicVSR) as examples. + +Kelvin investigates the bottleneck of the EDVR model in his 2021 AAAI [article](https://arxiv.org/abs/2009.07265). In this article, Kelvin shows us that although DCNs with temporal alignment in the feature domain are more powerful than the traditional optical flow methods in the pixel domain, the learned flows and DCN offset are almost the same. Then, since the DCN offset is so unstable and difficult to train during end-to-end learning, we can add a loss function to the DCN offset, requiring it to be consistent with the optical flow. With additional supervision, the learning of the DCN offset is stabilized. + + + +Figure: The overflow of DCN in EDVR usually occurs at 300K iterations, at which time the model loss rises. + + + +Figure: The learned flow and DCN offset are almost the same, which lays the groundwork for the stability improvement of DCN offset in BasicVSR++. + +Kelvin further improved this strategy in BasicVSR++, that is, the optical flow is used as the base, an additional residual is learned, and then the base and the residual are added to become the offset of the DCN. + + + +Figure: flow-based DCN offset in BasicVSR++. + +From the above, we have two key points: + +- Alignment plays a very important role in video enhancement tasks. +- We should not use the DCN in EDVR and STDF, but use the more advanced flow-based DCN in BasicVSR++. + +Next, take our lab works as examples. + +In Yang's [article](https://arxiv.org/abs/1903.04596), Yang studied the contributions of different frames in LSTM and showed that PQF did play a very important role in video enhancement. + + + +Figure: PQF plays a very important role in the LSTM-based quality enhancement. + +In my [MFQEv2](https://arxiv.org/abs/1902.09707) ablation, I tried feeding adjacent frames into a sliding window network, and the result dramatically dropped, far worse than feeding PQFs. + + + +Figure: PQF is also very important for sliding window networks. + +Therefore, PQFs play a key role in the task of compressed video quality enhancement. + +### 4.3 Select a Baseline with High Complexity + +We have tried many other improvements, but most of them have failed. For examples, we followed [IconVSR](https://arxiv.org/abs/2012.02181) to build an additional refill branch on PQF; we followed [RealBasicVSR](https://arxiv.org/abs/2111.12704) to pre-clean the input image. These methods were applied to our large model and had no effect. + + + +Figure: Refill key frames. + + + +Figure: Pre-clean the input image. + +In my view, some methods are effective in paper mainly due to the increment of complexity. When we practice these methods on a complex big model, the magic of these methods disappears. That is why we should choose a baseline model that is complex enough and is proven to be effective in competitions. + +### 4.4 Use Transformers with Pre-training + +Following SwinIR, we replaced a few residual blocks with Swin blocks. We have tried various replacing methods but get no gain. + +Among these methods, replacing front-end blocks with Swin blocks did the worst, and replacing back-end blocks worked best. We suspect that replacing front-end blocks results in large error propagation in the early stages of training; conversely, replacing back-end blocks has less impact. + +We also believe that to use the transformers well, the transformers must be pre-trained on a large data-set. It is difficult to achieve the effect of CNNs by directly copying a Swin block and training them from scratch. + +### 4.5 Postscript + +In my view, our winning is mainly due to the following points: + +- Planning and cooperation. Winning a competition is a big project, of which every step requires planning, division of labor, collaboration, and discussion. +- The belief to win. It's not difficult to get a good ranking; you have to be confident. +- Large numbers of experiments. We have done hundreds of sets of experiments, from which many improvements were inspired and validated. On the contrary, most of our ideas without experimental findings didn't work. diff --git a/blog_zh.md b/blog_zh.md new file mode 100644 index 0000000..530b865 --- /dev/null +++ b/blog_zh.md @@ -0,0 +1,225 @@ +# NTIRE 2022 视频增强冠军经验分享 + +[[English]](https://github.com/ryanxingql/winner-ntire22-vqe/blob/main/blog_en.md) [[项目主页]](https://github.com/ryanxingql/winner-ntire22-vqe) + +- [NTIRE 2022 视频增强冠军经验分享](#ntire-2022-视频增强冠军经验分享) + - [1. 赛事背景](#1-赛事背景) + - [2. 比赛成果](#2-比赛成果) + - [3. 比赛方案](#3-比赛方案) + - [3.1 PQF 传播](#31-pqf-传播) + - [3.2 删除重复帧](#32-删除重复帧) + - [3.3 三步收敛](#33-三步收敛) + - [3.4 渐进收敛](#34-渐进收敛) + - [4. 思考随笔](#4-思考随笔) + - [4.1 为什么不使用 Video Transformer 架构](#41-为什么不使用-video-transformer-架构) + - [4.2 深入挖掘领域内长期工作](#42-深入挖掘领域内长期工作) + - [4.3 基础架构的复杂度要足够高](#43-基础架构的复杂度要足够高) + - [4.4 Transformer 依赖于预训练](#44-transformer-依赖于预训练) + - [4.5 后记](#45-后记) + +作者:[幸群亮](https://ryanxingql.github.io/),[樵明朗](https://github.com/MinglangQiao),[蒋铼](https://github.com/remega),[徐迈](https://scholar.google.com/citations?user=JdhDuXAAAAAJ) + +单位:[北航 MC2 Lab](http://www.buaamc2.net/) + +## 1. 赛事背景 + +NTIRE 挑战赛全称 New Trends in Image Restoration and Enhancement workshop and challenges on image and video processing,是 CVPR 一系列 Workshop 中较为著名的一个([CVPRW 2022](https://cvpr2022.thecvf.com/workshop-schedule) 一共收录了约 71 个 Workshop)。NTIRE 是 [Radu Timofte](https://scholar.google.ch/citations?user=u3MwH5kAAAAJ&hl=en) 主办的赛事,[第一次](https://data.vision.ee.ethz.ch/cvl/ntire/)在 ACCV 2016 举办,之后成为了 CVPRW 的常客。 + + + +图:CVPRW22 + +NTIRE 挑战赛细分了多个项目。多帧质量增强大项是 2021 年开始由[杨韧](https://scholar.google.ch/citations?user=3NgkOp0AAAAJ&hl=en)和 Radu 组织的,[最初](https://data.vision.ee.ethz.ch/cvl/ntire21/)包含 “PSNR 质量优化”和“主观质量优化”两个主题。[今年](https://data.vision.ee.ethz.ch/cvl/ntire22/)主办方删除了主观质量优化赛道,只保留了 PSNR 质量优化赛道,同时引入了超分辨率、质量优化耦合赛道。 + + + +图:NTIRE21 多帧质量增强大项 + + + +图:NTIRE22 多帧质量增强大项 + +近年来中国互联网大厂不断涌入该赛事并宣传自己的比赛成果,赛事参与队伍越来越多,夺冠难度越来越大。21 年参赛队伍中包括北大、清华、复旦、南大、南洋理工 S-Lab、腾讯、Bilibili、字节跳动、大疆、华为诺亚、京东方等。 + + + +图:NTIRE21 参赛队伍 + +今年又涌入了阿里巴巴、中兴、小米等企业,还有中科院自动化所、北航、哈工大、电子科大、南京理工、SIAT 等高校和研究院,以及港中文 XPixel、腾讯 GY-Lab 等知名实验室。 + +[北航 MC2 Lab](http://www.buaamc2.net/) 常年关注、深耕压缩视频质量优化技术,于今年正式参与该项赛事。 + +## 2. 比赛成果 + +我们在三个赛道上分别取得了均分第一、第一和第二的好成绩。 + + + +图:比赛结果 + +其中,我们的算法在第二个赛道表现出全面的泛化能力,以均分高 0.1 dB 的优势取得第一。 + +## 3. 比赛方案 + +基于我们的基础架构 BasicVSR++,我们挖掘并实现了四点重要创新,从而取得了理想的赛事结果。 + +### 3.1 PQF 传播 + +PQF(关键帧)指的是视频中 PSNR 质量较高的帧,通常被赋予较高的码率或较小的量化步长。PQF 在赛事视频中呈现以下分布:头帧为 PQF,其后隔 3 帧非 PQF 出现一帧 PQF。如果用 1 表示 PQF,0 表示非 PQF,则视频帧可表示为:1000 1000 1000…… + +基础架构 BasicVSR++ 采用了双向传播结构,理论上每一帧增强时都能获得来自双向 PQF 的信息。但是,这种信息有时要通过多次传播才能到达。以第一个非 PQF 为例,其右侧二阶传播仍然为非 PQF。因此,我们提出用 PQF 传播替换 BasicVSR++ 中的二阶相邻帧。 + + + +图:BasicVSR++ 中的两阶传播 + + + +图:PQF 传播 + +实验表明,模型表现提升 0.05-0.1 dB。 + +### 3.2 删除重复帧 + +我们在制作数据集时意外发现,无论是官方数据集还是我们的额外数据集,大约有 30% 的视频存在重复帧。这些视频的 GT 中并没有重复帧,但因为相邻两帧变化较小(相邻 PSNR 在 50-70 dB),在压缩以后就变得完全相同。 + + + +图:重复帧现象 + +4.2 节我们会提到,时序信息在质量增强任务中发挥了至关重要的作用。BasicVSR 表明,输入帧数下降,性能也随之下降;而 VRT 之所以没有超过 BasicVSR++,一个很重要的原因正是显存有限、只能处理 16 帧视频,而 Basic 能处理 30 帧。 + + + +图:BasicVSR 实验中,一个视频中切片越多,每个片段帧数越小,PSNR 就越差 + +在我们看来,LQ 视频中这些重复帧对网络而言就是冗余。如果我们删除重复帧,那么有效帧数就提高了,网络性能也能随之提高? + + + +图:处理重复帧方案 + +我们先只在测试阶段删除了重复帧,在增强后通过直接 copy 的方式恢复重复帧,效果几乎没变,稍微差一点点。 + +我们随后尝试在训练时删除重复帧,结果模型学习效果越来越出色,增益 0.05-0.1 dB 左右。 + +### 3.3 三步收敛 + +大家知道,MSE 和 PSNR 只差一个对数关系。因此,优化 MSE 本质上等价于优化 PSNR。但奇怪的是,NTIRE21 中近半队伍都使用 Charbonnier 损失函数。 + +我们首先做了实验,发现 Charbonnier 损失函数下模型收敛速度比 MSE 模型快很多,甚至 PSNR 也更高。大量文章佐证了这个观点,我在这里截取一篇[文章](https://www.mdpi.com/2079-9292/10/11/1234/pdf)中的图: + + + +图:Charbonnier loss 在 SISR 任务上的 PSNR 表现比 L2 还好 + +我们采用了三步收敛法,获得了成功: + +1. 先使用 Charbonnier loss 在自制数据集上训练。 +2. 等模型收敛后,再使用 L2 loss;实验表明,模型表现进一步提升 0.02 dB。 +3. 等模型收敛后,我们使用 L2 loss 在官方数据集上完成最终收敛;实验表明,模型表现进一步提升 0.02 dB。 + +最后一步是考虑到自制数据集可能和官方数据集的制作流程有一定偏差,且官方数据集更能反映主办方对数据的偏好。 + +### 3.4 渐进收敛 + +直接训练一个大模型是非常困难的。我们最终模型有多达 7000 万参数,规模非常庞大。且网络中每一个模块前后依赖,如果训练初期前端模块没有收敛,那么后端模块的输入就是有问题的,自然无法收敛。因此,直接端到端训练是很难得到好模型的。事实上,模型前后端依次收敛也是 Kaggle 比赛中的常用、甚至必用的方法,其目的就是让大模型的每一个模块前后依次收敛。 + +我们将基础架构的重建部分进一步加深。具体而言,我们每一次训练增加 10 个 residual block,从 5 加到 55(此时 32GB V100 显存打满),一共分 6 次训练和收敛。 + + + +图:在重建模块每次增加 10 个 Residual block,不固定参数;每次都要加载上一次训练好的参数 + +这样一套下来,训练成本非常高,但增益也很明显。实验表明,和直接端到端训练大模型相比,提升约 0.1 dB。 + +## 4. 思考随笔 + +### 4.1 为什么不使用 Video Transformer 架构 + +在选择基础模型时,我们遇到了一个问题:要不要随大流,选择一个基于 Video Transformer 的网络结构。我们比较担心今年的对手会采取类似的策略,在算法学习能力上和我们拉开差距。 + +经过大量调研,我们分析了 Transformer 的可行性和可靠性: + +- 显存不足:Video transformer 中的代表 VRT 使用了 8 卡 80 GB A100。而我们的计算资源为 1 台 8 卡 32GB V100 服务器和若干台 4 卡 32GB V100 服务器。 +- 耗时太长:VRT 一个模型要训练 5-7 天左右;而 A100 的速度是 V100 的 3 倍,因此我们训练一个相同的模型需要至少半个月。 +- 资源有限下性能堪忧:根据 VRT 的报告,在 7 帧短视频(如 Vimeo 数据集)上,VRT 性能超过 BasicVSR++;但对于长视频(如 REDS 每个视频 100帧),由于显存受限,VRT 无法一次性输入超过 16 帧的视频,性能上无法超过 BasicVSR++(能一次性输入 30 帧以上)。 + + + +图:VRT 实验报告 + +基于上述原因,特别是性能考量,我们放弃将 Video transformer 作为基础架构。 + +### 4.2 深入挖掘领域内长期工作 + +为了更好地改进基础模型,我们对领域内的长期工作者进行了研究。其中一定会有心得体会和关键成果。 + +以 BasicVSR 提出者 Kelvin 的工作为例。 + +Kelvin 在 2021 年 AAAI 一篇[文章](https://arxiv.org/abs/2009.07265)中研究了 EDVR 的性能瓶颈。在这篇文章中,Kelvin 告诉大家,虽然在特征域上进行时序对齐的 DCN 要比传统的、在像素域上进行对齐的光流方法更强大,但他们的学习目标和效果几乎是一样的。那么,既然端到端学习时 DCN offset 如此不稳定、难学,我们就单独给 DCN offset 加一个损失函数,要求它和光流输出保持一致。通过额外的监督,就稳定了 DCN offset 的学习。 + + + +图:EDVR 中 DCN 溢出通常发生在 300K iterations,此时模型 loss 也不降反升 + + + +图:Flow 和 DCN offset 的形态几乎一模一样,这为后面 DCN offset 的稳定性改进埋下了伏笔 + +Kelvin 在 BasicVSR++ 中进一步改善了这个策略,即将光流输出作为 Base,额外学习一个 Residual,然后把 Base 和 Residual 加起来作为 DCN 的 offset。 + + + +图:BasicVSR++ 中的 flow-based DCN offset + +从以上研究历程中我们得到两点关键: + +- 对齐在视频增强任务中起到了非常重要的作用。这是 EDVR 的瓶颈。 +- 我们不能再沿用 EDVR 或 STDF 的 DCN 方法,而是使用更为先进的、基于 flow 的 DCN 方法。 + +再以我们实验室工作为例。 + +在 19 年 ICME 一篇[文章](https://arxiv.org/abs/1903.04596)中,杨韧研究了 LSTM 中不同帧的参与度,结果 PQF 确实起到了非常重要的作用。 + + + +图:PQF 在 LSTM 质量增强任务上起到了非常重要的作用 + +在本人 19 年 [MFQEv2](https://arxiv.org/abs/1902.09707) 溶解试验中,我尝试过将相邻帧输入滑窗网络,结果增强性能剧烈下降,远不如输入 PQF 的网络。 + + + +图:PQF 在滑窗网络质量增强任务上同样非常重要 + +因此,PQF 在压缩视频质量增强任务中起到关键作用,必须用。 + +### 4.3 基础架构的复杂度要足够高 + +我们尝试过大量的网络结构优化,大多都没有取得理想的效果。例如,我们仿照 [IconVSR](https://arxiv.org/abs/2012.02181),在 PQF 上额外建立了 refill 支路;此外,我们仿照 [RealBasicVSR](https://arxiv.org/abs/2111.12704),对输入图像进行 pre-cleaning;我们把这些设计应用到了 BasicVSR++ 这种大模型上,没有产生任何效果。 + + + +图:对关键帧的特征加强提取(refill) + + + +图:对输入图像预去噪再提取特征 + +我个人认为,有很多论文中有效的方法,很有可能只是因为计算量上去了。当我们在复杂度足够大的网络上实践时,往往就丢掉了魔力。这也是为什么我们要选择复杂度足够高且证明有效的网络结构作为基础模型。 + +### 4.4 Transformer 依赖于预训练 + +我们尝试将基础 Residual block 替换为 Swin block。但效果不佳。具体而言,我们尝试过将前端 Residual block 替换为 Swin block,也尝试过替换后端 Residual block。 + +尽管效果都没有超过基于 Residual block 的网络,但其中替换后端 Residual block 的效果最好。我们怀疑,替换前端 Residual block,会导致后端模块要基于随机初始化的前端 Swin block 重新训练,因而效果不佳,在训练初期有非常大的误差传播。 + +我们猜测,Transformer 要用得好,必须得在大规模数据库上预训练过(根据其他论文)。直接 Copy 一个 Swin block 过来从头训练,很难达到或超越 CNN 的效果。 + +### 4.5 后记 + +我们做到了以下很重要的几点: + +- 规划和合作。打比赛是一个系统工程,每一步都需要计划、分工、协作、探讨。越到后期越觉得,我们团队少一个人都不行,每个人的付出都特别关键。 +- 取胜的信念。拿一个好的名次并不难,要有信心,特别是在比赛末期大伙刷榜的时候。 +- 充分的实验。全组在探索阶段做了几百组实验,有很多改进点是从实验中摸索出来的。拍脑门想出来的方案大多不 Work。 diff --git a/figs/repeated_frame.png b/figs/duplicated_frame.png similarity index 100% rename from figs/repeated_frame.png rename to figs/duplicated_frame.png diff --git a/figs/repeated_frame_enh.png b/figs/duplicated_frame_enh.png similarity index 100% rename from figs/repeated_frame_enh.png rename to figs/duplicated_frame_enh.png diff --git a/figs/results.png b/figs/results.png new file mode 100644 index 0000000000000000000000000000000000000000..7b0a98b7867cfa3975152d07e4aa8730086721e1 GIT binary patch literal 283773 zcmaI71yo$g_C1V42yVgM-2#ofdk7XBx{(C8-~@Mf53UJL2<|QkZowtEyM34W&AfT< zd-MLR)vGV}R@JSlQ+3X+vv-H8D$AfE6Cy)FL7~dYO1^=Df+K)}g6%{?0PYA;K*c~o zA+K0UNT|w5NRX>K*qT{dL7<>yLlct`->T~neme5lp~#_z-U(QO+kuP0a)&C=QhOmM zEB=ClqIee99JvSPABGdJ+Yeri*+>i#tg1TQ;fI>&)sAImHg=fxu>AeV zd)w#fVMypI>r4cypTepNM52j6E|I_zigaAq*F*Qiehiwh{nIDGAgidi!zeFbLWd}h z`6Qz2L#3r0y;Hiry*hf*px4VvfQ3p3vE$Sl91v}QC!iv(q9%fxw3oDPpw<=axWXuu 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