ML Research Wiki / Benchmarks / Knowledge Distillation / CIFAR-100

CIFAR-100

Knowledge Distillation Benchmark

Performance Over Time

📊 Showing 27 results | 📏 Metric: Top-1 Accuracy (%)

Top Performing Models

Rank Model Paper Top-1 Accuracy (%) Date Code
1 SRD (T:resnet-32x4, S:shufflenet-v2) Understanding the Role of the Projector in Knowledge Distillation 79.86 2023-03-20 📦 yoshitomo-matsubara/torchdistill 📦 Hazqeel09/ellzaf_ml 📦 roymiles/vkd 📦 roymiles/simple-recipe-distillation
2 shufflenet-v2(T:resnet-32x4, S:shufflenet-v2) Logit Standardization in Knowledge Distillation 78.76 2024-03-03 📦 sunshangquan/logit-standardardization-kd
3 MV-MR (T: CLIP/ViT-B-16 S: resnet50) MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation 78.60 2023-03-21 📦 vkinakh/mv-mr
4 resnet8x4 (T: resnet32x4 S: resnet8x4) Logit Standardization in Knowledge Distillation 78.28 2024-03-03 📦 sunshangquan/logit-standardardization-kd
5 resnet8x4 (T: resnet32x4 S: resnet8x4 [modified]) Knowledge Distillation with the Reused Teacher Classifier 78.08 2022-03-26 📦 DefangChen/SimKD
6 ReviewKD++(T:resnet-32x4, S:shufflenet-v2) Improving Knowledge Distillation via Regularizing Feature Norm and Direction 77.93 2023-05-26 📦 wangyz1608/knowledge-distillation-via-nd
7 ReviewKD++(T:resnet-32x4, S:shufflenet-v1) Improving Knowledge Distillation via Regularizing Feature Norm and Direction 77.68 2023-05-26 📦 wangyz1608/knowledge-distillation-via-nd
8 resnet8x4 (T: resnet32x4 S: resnet8x4) LumiNet: The Bright Side of Perceptual Knowledge Distillation 77.50 2023-10-05 📦 ismail31416/luminet
9 resnet8x4 (T: resnet32x4 S: resnet8x4) Information Theoretic Representation Distillation 76.68 2021-12-01 📦 roymiles/ITRD
10 resnet8x4 (T: resnet32x4 S: resnet8x4) Knowledge Distillation from A Stronger Teacher 76.31 2022-05-21 📦 yoshitomo-matsubara/torchdistill 📦 hunto/dist_kd 📦 hunto/image_classification_sota

All Papers (27)

Knowledge Distillation with the Reused Teacher Classifier

2022
resnet8x4 (T: resnet32x4 S: resnet8x4 [modified])

Wasserstein Contrastive Representation Distillation

2020
resnet8x4 (T: resnet32x4 S: resnet8x4)

Distilling the Knowledge in a Neural Network

2015
resnet8x4 (T: resnet32x4 S: resnet8x4)

Wasserstein Contrastive Representation Distillation

2020
resnet110 (T:resnet110 S:resnet20)

Distilling the Knowledge in a Neural Network

2015
resnet110 (T:resnet110 S:resnet20)