model-compression topic
CNN-compression-performance
A python script that automatise the training of a CNN, compress it through tensorflow (or ristretto) plugin, and compares the performance of the two networks
CMI
[IJCAI-2021] Contrastive Model Inversion for Data-Free Knowledge Distillation
BiBench
[ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binarization.
BBCU
This project is the official implementation of 'Basic Binary Convolution Unit for Binarized Image Restoration Network', ICLR2023
SRP
[ICLR'22] PyTorch code for our paper "Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning"
UPop
[ICML 2023] UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers.
SqueezeLLM
[ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
DeepCache
[CVPR 2024] DeepCache: Accelerating Diffusion Models for Free
q-diffusion
[ICCV 2023] Q-Diffusion: Quantizing Diffusion Models.
SlimSAM
SlimSAM: 0.1% Data Makes Segment Anything Slim