Image Classification on ImageNet-1K (with DeiT-T)

Metric: Top 1 Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	Top 1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	dTPS	72.9	No	Joint Token Pruning and Squeezing Towards More A...	2023-04-21	Code
2	MCTF ($r=8$)	72.9	No	Multi-criteria Token Fusion with One-step-ahead ...	2024-03-15	Code
3	MCTF ($r=16$)	72.7	No	Multi-criteria Token Fusion with One-step-ahead ...	2024-03-15	Code
4	BAT	72.3	No	Beyond Attentive Tokens: Incorporating Token Imp...	2022-11-21	Code
5	eTPS	72.3	No	Joint Token Pruning and Squeezing Towards More A...	2023-04-21	Code
6	SPViT (1.0G)	72.2	No	SPViT: Enabling Faster Vision Transformers via S...	2021-12-27	Code
7	Base (DeiT-T)	72.2	No	Training data-efficient image transformers & dis...	2020-12-23	Code
8	DPS-ViT	72.1	No	Patch Slimming for Efficient Vision Transformers	2021-06-05	-
9	PPT	72.1	No	PPT: Token Pruning and Pooling for Efficient Vis...	2023-10-03	Code
10	SPViT (0.9G)	72.1	No	SPViT: Enabling Faster Vision Transformers via S...	2021-12-27	Code
11	PS-ViT	72	No	Patch Slimming for Efficient Vision Transformers	2021-06-05	-
12	EvoViT	72	No	Evo-ViT: Slow-Fast Token Evolution for Dynamic V...	2021-08-03	Code
13	LTMP (80%)	72	No	Learned Thresholds Token Merging and Pruning for...	2023-07-20	Code
14	ToMe ($r=8$)	71.7	No	Token Merging: Your ViT But Faster	2022-10-17	Code
15	LTMP (60%)	71.5	No	Learned Thresholds Token Merging and Pruning for...	2023-07-20	Code
16	MCTF ($r=20$)	71.4	No	Multi-criteria Token Fusion with One-step-ahead ...	2024-03-15	Code
17	ToMe ($r=12$)	71.4	No	Token Merging: Your ViT But Faster	2022-10-17	Code
18	ToMe ($r=16$)	70.7	No	Token Merging: Your ViT But Faster	2022-10-17	Code
19	SPViT	70.7	No	Pruning Self-attentions into Convolutional Layer...	2021-11-23	Code
20	S$^2$ViTE	70.1	No	Chasing Sparsity in Vision Transformers: An End-...	2021-06-08	Code
21	LTMP (45%)	69.8	No	Learned Thresholds Token Merging and Pruning for...	2023-07-20	Code
22	HVT-Ti-1	69.6	No	Scalable Vision Transformers with Hierarchical P...	2021-03-19	Code