efficient-model

There are 3 repositories under efficient-model topic.

mit-han-lab / temporal-shift-module
[ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding
acceleration low-latency temporal-modeling video-understanding efficient-model nvidia-jetson-nano tsm
Language:Python 2152
mit-han-lab / once-for-all
[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment
tinyml edge-ai efficient-model acceleration nas automl
Language:Python 1937
mit-han-lab / proxylessnas
[ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
acceleration automl efficient-model hardware-aware on-device-ai specialization
Language:C++ 1450
mit-han-lab / amc
[ECCV 2018] AMC: AutoML for Model Compression and Acceleration on Mobile Devices
automl automl-for-compression channel-pruning efficient-model model-compression on-device-ai
Language:Python 445
mit-han-lab / haq
[CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision
automl efficient-model mixed-precision quantization
Language:Python 397
SqueezeAILab / KVQuant
[NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
compression efficient-inference efficient-model large-language-models llama llm localllama localllm mistral model-compression natural-language-processing quantization small-models text-generation transformer
Language:Python 390
microsoft / nn-Meter
A DNN inference latency prediction toolkit for accurately modeling and predicting the latency on diverse edge devices.
python deep-neural-networks latency inference edge-computing edge-ai tensorflow-models onnx-models pytorch machine-learning deep-learning neural-architecture-search efficient-model
Language:Python 360
mit-han-lab / hardware-aware-transformers
[ACL'20] HAT: Hardware-Aware Transformers for Efficient Natural Language Processing
hardware-aware transformer specialization efficient-model natural-language-processing machine-translation
Language:Python 336
amirgholami / ZeroQ
[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework
quantization quantized-neural-networks compression efficient-neural-networks efficient-model
Language:Python 280
kssteven418 / I-BERT
[ICML'21 Oral] I-BERT: Integer-only BERT Quantization
natural-language-processing quantization efficient-model efficient-neural-networks transformer bert model-compression
Language:Python 260
mit-han-lab / amc-models
[ECCV 2018] AMC: AutoML for Model Compression and Acceleration on Mobile Devices
automl efficient-model model-compression on-device-ai
Language:Python 168
youngwanLEE / VoV3D
Efficient 3D Backbone Network for Temporal Modeling
backbone-networks temporal-modeling efficient-model vovnet vov3d video-understanding 3d-cnn-architecture
Language:Python 109
d-li14 / HBONet
[ICCV 2019] Harmonious Bottleneck on Two Orthogonal Dimensions, surpassing MobileNetV2
efficient-model iccv2019 imagenet mobilenetv2 pretrained-models pytorch
Language:Python 101
kssteven418 / LTP
[KDD'22] Learned Token Pruning for Transformers
natural-language-processing transformer bert pruning model-compression efficient-model efficient-neural-networks
Language:Python 101
xvyaward / owq
Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Models".
efficient-model large-language-models llm quantization
Language:Python 66
szq0214 / S2-BNN
S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration (CVPR 2021)
self-supervised-learning distillation-loss binary-neural-networks contrastive-learning contrastive-loss efficient-model
Language:Python 64
SHI-Labs / Any-Precision-DNNs
Any-Precision Deep Neural Networks (AAAI 2021)
efficient-model any-precision on-demand
Language:Python 61
mit-han-lab / neurips-micronet
[JMLR'20] NeurIPS 2019 MicroNet Challenge Efficient Language Modeling, Champion
quantization pruning knowledge-distillation natural-language-processing language-modeling efficient-model
Language:Jupyter Notebook 41
lironui / ABCNet
The semantic segmentation of remote sensing images
segmentation semantic-segmentation uavid isprs potsdam vaihingen real-time efficient-model remote-sensing uav
Language:Python 40
NoakLiu / GraphSnapShot
GraphSnapShot: Caching Local Structure for Fast Graph Learning [Efficient ML System]
efficient-model mlsys graph-learning-kernel large-scale-computing recommendation recsys
Language:Python 40
HVision-NKU / OffSeg
[ICCV 2025] Revisiting Efficient Semantic Segmentation: Learning Offsets for Better Spatial and Class Feature Alignment
efficient-model feature-alignment offset-learning semantic-segmentation
Language:Python 39
tiangexiang / BiX-NAS
[MICCAI 2021] BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation
miccai miccai-2021 neural-architecture-search segmentation semantic-segmentation efficient-model
Language:Python 38
linksense / EfficientNet.PyTorch
Concise, Modular, Human-friendly PyTorch implementation of EfficientNet with Pre-trained Weights.
efficientnet efficient-model efficient-inference pytorch efficientnet-pytorch efficientnet-pretrained efficientseg imagenet pretrained-weights
Language:Python 35
kssteven418 / Q-ASR
[ICASSP'22] Integer-only Zero-shot Quantization for Efficient Speech Recognition
deep-learning speech speech-recognition automatic-speech-recognition quantization model-compression efficient-model efficient-neural-networks quartznet jasper
Language:Jupyter Notebook 34
tuanlda78202 / cod
Efficient Class Incremental Learning for Object Detection
continual-learning detection-transformer efficient-model object-detection
Language:Python 31
Kthyeon / KAIST-AI-NeurIPS2019-MicroNet-2nd-place-solution
NeurIPSCD2019, MicroNet Challenge hosted by Google, Deepmind Researcher, "Efficient Model for Image Classification With Regularization Tricks".
efficient-model orthonormality regularization adaptive-label-smoothing micronet-challenge cifar100 neurips neurips-2019 neurips-competition neurips2019
Language:Python 26
gongzix / Lite-Mind
Official code base for ‘Lite-Mind : Towards Efficient and Robust Brain Representation Learning’
brain-decoding efficient-model fmri brain-retrieval
Language:Jupyter Notebook 23
linksense / MixNet-PyTorch
Concise, Modular, Human-friendly PyTorch implementation of MixNet with Pre-trained Weights.
mixnet mixnets pytorch efficient-model efficientnet image-classification mixnet-pytorch mixseg bifpn lightnet
Language:Python 19
xternalz / SDPoint
Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks
convolutional-networks resnets resnet efficient-inference pooling downsampling convolutional-neural-networks efficient-model deep-neural-networks deep-learning deep-learning-algorithms computer-vision regularization cost-adjustable resnext preact-resnet imagenet imagenet-dataset batch-normalization batchnorm
Language:Python 18
HolmesShuan / PyTorch-MixNet-SS
Extremely light-weight MixNet with Top-1 75.7% and 2.5M params
deep-neural-networks efficient-inference efficient-model efficientnet image-classification mixnet pretrained-models pytorch
Language:Python 7
Image-and-Video-Computing-Group / On-Efficient-Variants-of-Segment-Anything-Model
On Efficient Variants of Segment Anything Model: A Survey
efficient-inference efficient-model model-acceleration segment-anything segment-anything-model
4
ozora-ogino / efficient_backbones
Implementation of efficient backbones for computer vision task.
backbone computer-vision computer-vision-tools efficient-model pytorch
Language:Python 4
bellthomas / VDQN
Exploring Variational Deep Q Networks. A study undertaken for the University of Cambridge's R244 Computer Science Masters Course. Inspired by https://arxiv.org/abs/1711.11225/.
qlearning variational-inference machine-learning ai efficient-model efficient-inference dqn ddqn vdqn dvdqn
Language:Python 3
Snigdho8869 / DeepDream-StyleTransfer
Explore image transformations with DeepDream Algorithm and Neural Style Transfer in creative image processing.
deep-learning deep-neural-networks deepdream deepdream-model deepdreamgenerator deeplearning efficient-model efficient-neural-networks efficientnet image-manipulation image-processing neural-style neural-style-transfer neural-style-transfer-tensorflow style-transfer style-transfer-algorithms neural-networks-visualization artificial-intelligence flask web-development
Language:Jupyter Notebook 3
upunaprosk / quantized-lm-confidence
Code for NAACL paper When Quantization Affects Confidence of Large Language Models?
compression gptq nlp quantization truthfulqa efficient-model large-language-models llm
Language:Jupyter Notebook 3
tarto-dev / tagsy-discord
Tagsy, your friendly Discord bot, designed to enhance server interaction with its intuitive tagging system
community-engagement customizable discord-bot disnake-bot efficient-model python tagging user-friendly
Language:Python 2