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Knowledge Distillation archive 2025-07-28

ImageNet Benchmark (Knowledge Distillation)

52 rows 52 with code listed 4 metrics Dataset page

Knowledge distillation is the process of transferring knowledge from a large model to a smaller one. While large models (such as very deep neural networks or ensembles of many models) have higher knowledge capacity than small models, this capacity might not be fully utilized.

The archive carries no text for this table; the description above is the archive's text for the task Knowledge Distillation. archive 2025-07-28

Over time archive 2025-07-28

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Direction inferred from the metric name, not from the archive: Top-1 accuracy % (higher is better). Not inferred (points only, no best-so-far line): model size, CRD training setting, . Points are placed at the row's paper date; 52 of 52 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 ScaleKD (T:BEiT-L S:ViT-B/14) 86.4387M✘ – Paper Code 2024 linked, not harvested report
2 ScaleKD (T:Swin-L S:ViT-B/16) 85.5387M✘ – Paper Code 2024 linked, not harvested report
3 ScaleKD (T:Swin-L S:ViT-S/16) 83.9322M✘ – Paper Code 2024 linked, not harvested report
4 ScaleKD (T:Swin-L S:Swin-T) 83.827M✘ – Paper Code 2024 linked, not harvested report
5 KD++(T: regnety-16GF S:ViT-B) 83.6087M✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
6 VkD (T:RegNety 160 S:DeiT-S) 82.922M✘ – Paper Code 2024 4 of 5 ran · 1 unverified report
7 SpectralKD (T:Swin-S S:Swin-T) 82.722M✘ – Paper Code 2024 linked, not harvested report
8 ScaleKD (T:Swin-L S:ResNet-50) 82.5522M✘ – Paper Code 2024 linked, not harvested report
9 DiffKD (T:Swin-L S: Swin-T) 82.5 – Paper Code 2023 linked, not harvested report
10 DIST (T: Swin-L S: Swin-T) 82.329M✘ ✓ Paper Code 2022 10 of 11 ran · 1 unverified report
11 SpectralKD (T:Cait-S24 S:DeiT-S) 82.222M✘ – Paper Code 2024 linked, not harvested report
12 SRD (T:RegNety 160 S:DeiT-S) 82.122M✘ – Paper Code 2023 linked, not harvested report
13 OFA (T: ViT-B S: ResNet-50) 81.33 – Paper Code 2023 0 of 3 ran · 3 unverified report
14 DiffKD (T:Swin-L S: ResNet-50) 80.5 – Paper Code 2023 linked, not harvested report
15 VkD (T:RegNety 160 S:DeiT-Ti) 79.26M✘ – Paper Code 2024 4 of 5 ran · 1 unverified report
16 KD++(T:resnet-152 S:resnet-101) 79.1544.5M✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
17 ADLIK-MO-P25(T:SeNet154, ResNet152b S:ResNet-50-prune25%) 78.7956.9M✘ – Paper Code 2019 0 of 6 ran · 6 unverified report
18 ADLIK-MO-P375(T:SeNet154, ResNet152b S:ResNet-50-prune37.5) 78.0740.5M✘ – Paper Code 2019 0 of 6 ran · 6 unverified report
19 KD++(T:resnet-152 S:resnet-50) 77.48✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
20 SpectralKD (T:Cait-S24 S:DeiT-T) 77.46M✘ – Paper Code 2024 linked, not harvested report
21 SRD (T:RegNety 160 S:DeIT-Ti) 77.26M✘ – Paper Code 2023 linked, not harvested report
22 ADLIK-MO(T: ResNet101 S: ResNet50) 77.1499M✘ – Paper Code 2015 15 of 37 ran · 22 unverified report
23 WTTM (T: DeiT III-Small S:DeiT-Tiny) 77.03✘ – Paper Code 2024 5 of 7 ran · 2 unverified report
24 ADLIK-MO-P50(T:SeNet154, ResNet152b S:ResNet-50-half) 76.37627M✘ – Paper Code 2019 0 of 6 ran · 6 unverified report
25 KD++(T:resnet152 S:resnet34) 75.53✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
26 WTTM (T:resnet50, S:mobilenet-v1) 73.09 – Paper Code 2024 5 of 7 ran · 2 unverified report
27 ReviewKD++(T:resnet50, S:mobilenet-v1) 72.96 – Paper Code 2023 3 of 3 ran · 0 unverified report
28 KD++(T:resnet-152 S:resnet18) 72.54✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
29 KD++(T:renset101 S:resnet18) 72.54✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
30 KD++(T:resnet50 S:resnet18) 72.53✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
31 HSAKD (T: ResNet-34 S:ResNet-18) 72.39✘ – Paper Code 2021 0 of 1 ran · 1 unverified report
32 ICKD (T: ResNet-34 S:ResNet-18) 72.19✘ – Paper Code 2021 linked, not harvested report
33 WTTM (T: ResNet-34 S:ResNet-18) 72.19✓ – Paper Code 2024 5 of 7 ran · 2 unverified report
34 DIST (T: ResNet-34 S:ResNet-18) 72.07✘ – Paper Code 2022 10 of 11 ran · 1 unverified report
35 KD++(T: ResNet-34 S:ResNet-18) 72.07✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
36 WSL (T: ResNet-34 S:ResNet-18) 72.04 – Paper Code 2021 0 of 1 ran · 1 unverified report
37 CRCD (T: ResNet-34 S:ResNet-18) 71.96✓ – Paper Code 2021 3 of 4 ran · 1 unverified report
38 SRD (T: ResNet-34 S:ResNet-18) 71.87✓ – Paper Code 2023 linked, not harvested report
39 KD++(T:ViT-B, S:resnet18) 71.84✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
40 LSHFM (T: ResNet-34 S:ResNet-18) 71.72 – Paper Code 2020 5 of 6 ran · 1 unverified report
41 ITRD (T: ResNet-34 S:ResNet-18) 71.6811.69M✓ – Paper Code 2021 linked, not harvested report
42 GLD (T: ResNet-34 S:ResNet-18) 71.63 – Paper Code 2021 linked, not harvested report
43 SSKD (T: ResNet-34 S:ResNet-18) 71.62✘ – Paper Code 2020 1 of 1 ran · 0 unverified report
44 Knowledge Review (T: ResNet-34 S:ResNet-18) 71.61✓ – Paper Code 2021 5 of 8 ran · 3 unverified report
45 Adaptive (T:ResNet-50 S:ResNet-18) 71.61 – Paper Code 2021 linked, not harvested report
46 KD++(T: ViT-S, S:resnet18) 71.46✘ – Paper Code 2023 3 of 3 ran · 0 unverified report
47 AFD (T: ResNet-34 S:ResNet-18) 71.38 – Paper Code 2021 4 of 6 ran · 2 unverified report
48 CRD (T: ResNet-34 S:ResNet-18) 71.38 – Paper Code 2019 1 of 1 ran · 0 unverified report
49 Overhual (T: ResNet-34 S:ResNet-18) 70.81 – Paper Code 2019 1 of 6 ran · 5 unverified report
50 KD (T: ResNet-34 S:ResNet-18) 70.66✓ – Paper Code 2015 15 of 37 ran · 22 unverified report
51 AT (T: ResNet-34 S:ResNet-18) 70.70 – Paper Code 2016 1 of 1 ran · 0 unverified report
52 AT (T: ResNet-34 S:ResNet-18) ✓ – Paper Code 2016 1 of 1 ran · 0 unverified report

All 52 rows shown. 52 link to a paper page on this site; 1 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 35 rows have a graph line, from 17 distinct papers; 29 rows (13 papers) have at least one sample that ran. Counting each paper once: Syntology ran 58 of 107 samples; 49 unverified. Separately, 40 of those 107 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

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