Activity Recognition on Kinetics-100

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Name Tuning	94.7	No	Few-Shot Classification of Interactive Activitie...	2024-06-03	Code
2	AMeFu-Net	86.8	No	Depth Guided Adaptive Meta-Fusion Network for Fe...	2020-10-20	Code
3	STRM	86.7	No	Spatio-temporal Relation Modeling for Few-shot A...	2021-12-09	Code
4	HyRSM	86.1	No	Hybrid Relation Guided Set Matching for Few-shot...	2022-04-28	Code
5	TRX	85.9	No	Temporal-Relational CrossTransformers for Few-Sh...	2021-01-15	Code
6	OTAM	85.8	No	Few-Shot Video Classification via Temporal Align...	2019-06-27	-
7	ARN	82.4	No	Few-shot Action Recognition with Permutation-inv...	2020-01-12	Code
8	TARN	78.5	No	TARN: Temporal Attentive Relation Network for Fe...	2019-07-21	-

#1Name TuningSOTA
94.7
Accuracy· 2024-06-03
Few-Shot Classification of Interactive Activities of Daily Living (InteractADL)Code
#2AMeFu-NetSOTA
86.8
Accuracy· 2020-10-20
Depth Guided Adaptive Meta-Fusion Network for Few-shot Video Recognition Code
#3STRM
86.7
Accuracy· 2021-12-09
Spatio-temporal Relation Modeling for Few-shot Action Recognition Code
#4HyRSM
86.1
Accuracy· 2022-04-28
Hybrid Relation Guided Set Matching for Few-shot Action Recognition Code
#5TRX
85.9
Accuracy· 2021-01-15
Temporal-Relational CrossTransformers for Few-Shot Action Recognition Code
#6OTAMSOTA
85.8
Accuracy· 2019-06-27
Few-Shot Video Classification via Temporal Alignment
#7ARN
82.4
Accuracy· 2020-01-12
Few-shot Action Recognition with Permutation-invariant Attention Code
#8TARN
78.5
Accuracy· 2019-07-21
TARN: Temporal Attentive Relation Network for Few-Shot and Zero-Shot Action Recognition