model-compression topic

List model-compression repositories

CNN-compression-performance

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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

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[IJCAI-2021] Contrastive Model Inversion for Data-Free Knowledge Distillation

BiBench

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[ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binarization.

BBCU

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This project is the official implementation of 'Basic Binary Convolution Unit for Binarized Image Restoration Network', ICLR2023

SRP

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[ICLR'22] PyTorch code for our paper "Learning Efficient Image Super-Resolution Networks via Structure-Regularized Pruning"

UPop

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[ICML 2023] UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers.

SqueezeLLM

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[ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization

DeepCache

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[CVPR 2024] DeepCache: Accelerating Diffusion Models for Free

q-diffusion

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[ICCV 2023] Q-Diffusion: Quantizing Diffusion Models.

SlimSAM

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SlimSAM: 0.1% Data Makes Segment Anything Slim