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読んだ論文のメモ置き場：主にエッジAI、高速化、FPGA実装関連など

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SPEED: Speculative Pipelined Execution for Efficient Decoding

#50 tera1k opened 1 year ago
2
A Survey of Techniques for Optimizing Transformer Inference

#49 tera1k opened 1 year ago
0
GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

#48 tera1k opened 1 year ago
0
Training data-efficient image transformers & distillation through attention

#47 tera1k opened 1 year ago
0
NPE: An FPGA-based Overlay Processor for Natural Language Processing

#46 tera1k opened 1 year ago
0
Robust Speech Recognition via Large-Scale Weak Supervision

#45 tera1k opened 1 year ago
0
Auto-ViT-Acc: An FPGA-Aware Automatic Acceleration Framework for Vision Transformer with Mixed-Scheme Quantization

#44 usersan opened 1 year ago
1
RISC-VTF: RISC-V Based Extended Instruction Set for Transformer

#43 tera1k opened 1 year ago
0
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions

#42 tera1k opened 1 year ago
0
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

#41 tera1k opened 1 year ago
0
Rethinking Attention with Performers

#40 tera1k opened 1 year ago
0
SqueezeLLM: Dense-and-Sparse Quantization

#39 tera1k opened 1 year ago
0
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness

#38 tera1k opened 1 year ago
2
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

#37 tera1k opened 1 year ago
0
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

#36 tera1k opened 1 year ago
0
Attention Is All You Need

#35 tera1k opened 1 year ago
1
LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications

#34 usersan opened 3 years ago
0
AutoDO: Robust AutoAugment for Biased Data with Label Noise via Scalable Probabilistic Implicit Differentiation

#33 usersan opened 3 years ago
0
DiCENet: Dimension-wise Convolutions for Efficient Networks

#32 usersan opened 4 years ago
0
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network

#31 usersan opened 4 years ago
0
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation

#30 usersan opened 4 years ago
1
ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation

#29 usersan opened 4 years ago
0
Panoptic Feature Pyramid Networks

#28 usersan opened 4 years ago
0
Deep Learning Method for Automated Classification of Anteroposterior and Posteroanterior Chest Radiographs

#27 usersan opened 4 years ago
0
Deep Anomaly Detection with Deviation Networks

#26 usersan opened 4 years ago
0
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

#25 usersan opened 4 years ago
0
YOLOv3: An Incremental Improvement

#24 usersan opened 4 years ago
0
YOLO9000: Better, Faster, Stronger

#23 usersan opened 4 years ago
0
You Only Look Once: Unified, Real-Time Object Detection

#22 usersan opened 4 years ago
0
Inference of Quantized Neural Networks on Heterogeneous All-Programmable Devices

#21 usersan opened 4 years ago
5
Tinier-YOLO: A Real-Time Object Detection Method for Constrained Environments

#20 usersan opened 4 years ago
0
Enriching Variety of Layer-wise Learning Information by Gradient Combination

#19 usersan opened 4 years ago
0
ThunderNet: Towards Real-time Generic Object Detection

#18 usersan opened 4 years ago
0
CSPNet: A New Backbone that can Enhance Learning Capability of CNN

#17 usersan opened 4 years ago
0
RTSeg: Real-time Semantic Segmentation Comparative Study

#16 usersan opened 4 years ago
3
FINN-L: Library Extensions and Design Trade-off Analysis for Variable Precision LSTM Networks on FPGAs

#15 usersan opened 4 years ago
0
SlimYOLOv3: Narrower, Faster and Better for Real-Time UAV Applications

#14 usersan opened 4 years ago
0
DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients

#13 usersan opened 4 years ago
0
Scaling Binarized Neural Networks on Reconfigurable Logic

#12 usersan opened 4 years ago
0
FINN-R: An End-to-End Deep-Learning Framework for Fast Exploration of Quantized Neural Networks

#11 usersan opened 4 years ago
0
A Lightweight YOLOv2: A Binarized CNN with A Parallel Support Vector Regression for an FPGA

#10 usersan opened 4 years ago
0
FINN: A Framework for Fast, Scalable Binarized Neural Network Inference

#9 usersan opened 4 years ago
0
Automated flow for compressing convolution neural networks for efficient edge-computation with FPGA

#8 usersan opened 4 years ago
0
LUTNet: Rethinking Inference in FPGA Soft Logic

#7 usersan opened 4 years ago
0
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

#6 usersan opened 4 years ago
2
Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

#5 usersan opened 4 years ago
1
BinaryConnect: Training Deep Neural Networks with binary weights during propagations

#4 usersan opened 4 years ago
0
Distilling the Knowledge in a Neural Network

#3 usersan opened 4 years ago
0
Learning Efficient Object Detection Models with Knowledge Distillation

#2 usersan opened 4 years ago
0
Knowledge Distillation for Optimization of Quantized Deep Neural Networks

#1 usersan opened 4 years ago
0