Kaleido's Personal Page 2022!

Just A Private HomePage for Kaleido XD
Happy New Year 🥳🥳🥳

What's up?

2022/12/23

• Read a good mobile SR article Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search.

2022/12/22

• [APE] Read a simple and non-novel article Adaptive Patch Exiting for Scalable Single Image Super-Resolution.

2022/11/26

• [DHP] Read a pruning article DHP: Differentiable Meta Pruning via HyperNetworks.

2022/11/18

• [EDSR] Read a simple yet classic SR article Enhanced Deep Residual Networks for Single Image Super-Resolution.
• [WDSR] Read a simple yet classic SR article Wide Activation for Efficient and Accurate Image Super-Resolution.

2022/11/16

• [RepLKNet] Read a good paper Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs.

2022/11/15

• Finished reading an OK SR article Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution.

2022/11/9

• Read a BNN article BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet.

2022/11/4

• Read an early BNN article Bitwise Neural Networks.

2022/10/25

• [FGNAS] Read a NAS article for SR Fine-grained neural architecture search for image super-resolution, don't understand.

2022/10/24

• Read a good thinking article Revisiting Random Channel Pruning for Neural Network Compression.

2022/10/22

• [AutoSlim] Read a good channel searching article AutoSlim: Towards One-Shot Architecture Search for Channel Numbers.

2022/10/21

• [S-Net] Read a self-ensemble width-variant work SLIMMABLE NEURAL NETWORKS.
• [US-Net] Read a following-up of the S-Net Universally Slimmable Networks and Improved Training Techniques.

2022/10/20

• [SpyNet] Read a classic Optical Flow Estimation article Optical Flow Estimation using a Spatial Pyramid Network.

2022/10/5

• [TASNet] Read a NAS+LLCV article Searching for Controllable Image Restoration Networks.

2022/9/26

• [DDTB] Read a SR+quantization article Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution Networks.

2022/9/17

• [BasicVSR] Read a classic Video Super-Resolution article BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond.

2022/9/14

• [Restormer] Read one of the SOTA LLCV works Restormer: Efficient Transformer for High-Resolution Image Restoration.

2022/9/1

• [ReActNet] Re-Read the popular BNN article ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions.

2022/8/31

• [VSR_Survey] Read a VSR survey Video super‑resolution based on deep learning: a comprehensive survey.

2022/8/29

• [PokeBNN] Read a BNN SOTA PokeBNN: A Binary Pursuit of Lightweight Accuracy.

2022/8/23

• [HiNAS] Read an early NAS+LLCV work Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising.

2022/8/20

• Finally submit MOSP to AAAI!!! (with little hope though)

2022/7/5

• [MCUNetV2]Read an article by Song Han MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning.

2022/7/3

• [ELF]Read an article by yunxin liu Elf: Accelerate High-resolution Mobile Deep Vision with Content-aware Parallel Offloading.
• [AsyMo]Read an article by yunxin liu AsyMo: Scalable and Efficient Deep-Learning Inference on Asymmetric Mobile CPUs.
• [Remix]Read an article by yunxin liu Flexible High-resolution Object Detection on Edge Devices with Tunable Latency.
• [CoDL]Read an article by yunxin liu CoDL: Efficient CPU-GPU Co-execution for Deep Learning Inference on Mobile Devices.
• [Melon]Read an article by yunxin liu Melon: Breaking the Memory Wall for Resource-Efficient On-Device Machine Learning.

2022/6/24

• [Uformer]Read an A+B CVPR22 article Uformer: A General U-Shaped Transformer for Image Restoration.

2022/5/31

• Read a CVPR22 article Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation, which is normal.

2022/5/29

• Read a NTIRE22 article Fast and Memory-Efficient Network Towards Efficient Image Super-Resolution and got inspired.

2022/5/23

• Read a CVPR22 pruning + LLCV article Attentive Fine-Grained Structured Sparsity for Image Restoration.

2022/5/22

• [ARM-Net]Read an ECCV22 submission .

2022/5/7

• Browsed a photo retouching article ABPN: Adaptive Blend Pyramid Network for Real-Time Local Retouching of Ultra High-Resolution Photo.

2022/5/6

• Open up a note for good writtings.

2022/5/3

• set up submission notes.
• Current thoughts about this submission.

2022/4/29

• Read a SOTA article Simple Baselines for Image Restoration.

2022/4/22

• Build upon ashes.

2022/4/21

• Read a harmful article, filled with faults, Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning.

2022/4/20

• Read a just-so-so article Enhanced Image Restoration Via Supervised Target Feature Transfer.
• Read a new yet just-so-so KD article Improve object detection with feature-based knowledge distillation: Towards accurate and efficient detectors.

2022/4/18

• Read an article about feature distillation A Comprehensive Overhaul of Feature Distillation.

2022/4/17

• Read an article about weight diversity Regularizing cnns with locally constrained decorrelations.

2022/4/16

• Read an article about feature diversity Reducing overfitting in deep networks by decorrelating representations.

2022/4/15

• Read an article promoted by Bro.Fei Neural Architecture Search for Dense Prediction Tasks in Computer Vision.

2022/4/10

• [SGN]Read a normal Denoise paper Self-Guided Network for Fast Image Denoising.

2022/4/6

• Read a normal paper Restoring Extremely Dark Images in Real Time.

2022/4/2

• [ECC]Read a good pruning paper ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model.

2022/3/30

• [NMI21]Read a burden paper Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors.

2022/3/18

• [LCQ]Finshed reading a SOTA quantization article Learnable Companding Quantization for Accurate Low-bit Neural Networks.

2022/3/15

• Read an ICIP19 SID pruning article Architecture-Aware Network Pruning for Vision Quality Applications.

2022/3/14

• Read a CVPRW20 NN deployment article Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency.

2022/3/4

• [TQT]Finished reading a useful QAT articleTrained quantization thresholds for accurate and efficient fixed-point inference of deep neural networks.
• [BAR]Read a differential pruning method Structured Pruning of Neural Networks with Budget-Aware Regularization.

2022/2/16

• [GhostNet]Read a effciency design article GhostNet: More Features from Cheap Operations.

2022/1/21

• [ZeroQ] Read a PTQ article ZeroQ: A Novel Zero Shot Quantization Framework.

2022/1/15

• Another social death while meeting. Accustomed.
• Set Eva-1.
• [FQSR]Read a good paper .

2022/1/14

• Read an A+B article A Layer-Wise Extreme Network Compression for Super Resolution.

2022/1/11

• [DAQ]Read a bad mood article DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution Networks.

2022/1/9

• [PMAS]Read a bad A+B article PAMS: Quantized Super-Resolution via Parameterized Max Scale.
• Delivered a proposal about Efficient LLCV.

2022/1/6

• [LQ-Net]Read a classic QAT-quantization article LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks.

2022/1/4

• Read an ICML15 article about QAT stochastic rounding Deep Learning with Limited Numerical Precision.