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Search results for object detection knowledge distillation

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17 search results found

Torchdistill ⭐ 1,171

A coding-free framework built on PyTorch for reproducible deep learning studies. 🏆22 knowledge distillation methods presented at CVPR, ICLR, ECCV, NeurIPS, ICCV, etc are implemented so far. 🎁 Trained models, training logs and configurations are available for ensuring the reproducibiliy and benchmark.

Localization Distillation for Object Detection (CVPR 2022, TPAMI 2023)

Focal and Global Knowledge Distillation for Detectors (CVPR 2022)

[ICLR 2023] "More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity"; [ICML 2023] "Are Large Kernels Better Teachers than Transformers for ConvNets?"

Object Detection Knowledge Distillation ⭐ 211

An Object Detection Knowledge Distillation framework powered by pytorch, now having SSD and yolov5.

Masked Generative Distillation (ECCV 2022)

Mutualguide ⭐ 111

Localize to Classify and Classify to Localize: Mutual Guidance in Object Detection

Ssda Yolo ⭐ 77

Codes for my paper "SSDA-YOLO: Semi-supervised Domain Adaptive YOLO for Cross-Domain Object Detection"

Awesome Knowledge Distillation For Object Detection ⭐ 51

A curated list of awesome knowledge distillation papers and codes for object detection.

[ECCV 2022] Prediction-Guided Distillation for Dense Object Detection

This is the official implementation of the paper "Instance-conditional Knowledge Distillation for Object Detection", based on MegEngine and Pytorch.

Cv_dl_gather ⭐ 42

Gather research papers, corresponding codes (if having), reading notes and any other related materials about Hot🔥🔥🔥 fields in Computer Vision based on Deep Learning.

Rotated Ld ⭐ 41

Rotated Localization Distillation (CVPR 2022, TPAMI 2023)

Hnd Ghnd Object Detectors ⭐ 23

[ICPR 2020] "Neural Compression and Filtering for Edge-assisted Real-time Object Detection in Challenged Networks" and [ACM MobiCom EMDL 2020] "Split Computing for Complex Object Detectors: Challenges and Preliminary Results"

Supervised Compression ⭐ 21

[WACV 2022] "Supervised Compression for Resource-Constrained Edge Computing Systems"

Sc2 Benchmark ⭐ 18

[TMLR] "SC2 Benchmark: Supervised Compression for Split Computing"

Official Pytorch implementation for Distilling Image Classifiers in Object detection (NeurIPS2021)

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