efficient-inference topic

EfficientFormerV2 [ICCV 2023] & EfficientFormer [NeurIPs 2022]

snap-research

Code for paper 'Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware'

bharathsudharsan

[FPGA'21] CoDeNet is an efficient object detection model on PyTorch, with SOTA performance on VOC and COCO based on CenterNet and Co-Designed deformable convolution.

Zhen-Dong

Official implementation of AdaMML. https://arxiv.org/abs/2105.05165.

IBM

Concise, Modular, Human-friendly PyTorch implementation of EfficientNet with Pre-trained Weights.

linksense

Implementation of AAAI 21 paper: Nested Named Entity Recognition with Partially Observed TreeCRFs

FranxYao

Jia-Hong Lee, Yi-Ming Chan, Ting-Yen Chen, and Chu-Song Chen, "Joint Estimation of Age and Gender from Unconstrained Face Images using Lightweight Multi-task CNN for Mobile Applications," IEEE Interna...

ivclab

Yi-Min Chou, Yi-Ming Chan, Jia-Hong Lee, Chih-Yi Chiu, Chu-Song Chen, "Unifying and Merging Well-trained Deep Neural Networks for Inference Stage," International Joint Conference on Artificial Intelli...

ivclab

[ECCV 2020] Code release for "Resolution Switchable Networks for Runtime Efficient Image Recognition"

yikaiw

Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks

xternalz