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Action Anticipation on EPIC-Kitchens-100 (test)

27.6Overall Action Top-5 Recall

PlausiVL

Updated 4d ago

Evaluation Results

Method
PlausiVL 2024.05	27.6	55.62	54.23	-	-	-	-	-	-	-	-	-
Video LLAMA 2024.05	26.05	52.9	52.01	-	-	-	-	-	-	-	-	-
InAVIT 2024.05	25.89	52.54	51.93	-	-	-	-	-	-	-	-	-
InAVIT 2022.11	23.75	49.14	49.97	44.36	49.28	23.49	43.17	39.91	18.11	-	-	-
ORVIT-MF 2022.11	21.53	43.74	46.61	38.99	45.32	21.47	37.28	35.78	15.96	-	-	-
SCUT 2022.10	20.4	37.9	41.7	27.9	37.1	18.3	32.4	36.1	17.1	-	-	-
MF 2022.11	19.75	45.14	45.97	40.36	45.28	19.49	39.17	35.91	14.11	-	-	-
NVIDIA-UNIBZ 2022.10	19.6	29.7	38.5	23.5	35.2	16.4	23.5	31.1	16.6	-	-	-
ICL-SJTU 2022.10	19.5	42	35.7	33.4	26.8	15.9	41	33.2	16.9	-	-	-
MAT 2023.08	19.5	35	38.8	-	-	-	-	-	-	-	-	-
RAFTformer 2024.05	19.1	33.8	37.9	-	-	-	-	-	-	-	-	-
MAT 2023.08	18.8	32.7	39.7	-	-	-	-	-	-	-	-	-
PCO-PSNRD 2022.10	18.7	30.9	41.3	25.7	35.4	16.3	25	35.4	16.1	-	-	-
AFFT 2024.05	18.5	22.8	34.6	-	-	-	-	-	-	-	-	-
MeMViT 2024.05	17.7	32.2	37	-	-	-	-	-	-	-	-	-
TeSTra 2023.08	17.6	30.8	35.8	-	-	-	-	-	-	-	-	-
allenxuuu 2022.10	17.4	29.9	30.4	25.1	26.1	14.1	24.6	23.7	14.3	-	-	-
TeSTra 2023.08	17	26.8	36.2	-	-	-	-	-	-	-	-	-
AVT 2022.11	16.74	26.69	32.33	21.03	27.64	12.89	19.28	24.03	13.81	-	-	-
AVT++ 2021.06	16.7	26.7	32.3	21	27.6	12.9	19.3	24	13.8	-	-	-
AVT++ 2022.10	16.7	26.7	32.3	21	27.6	12.9	19.3	24	13.8	-	-	-
AVT+ 2023.08	15.9	28.2	32	-	-	-	-	-	-	-	-	-
AVT 2024.05	15.9	28.2	32	-	-	-	-	-	-	-	-	-
Rformer 2022.11	15.4	30.1	34.1	-	-	-	-	-	-	-	-	-
Video LLM 2024.05	15.4	-	-	-	-	-	-	-	-	-	-	-
AFFT-Swin+ 2022.10	14.9	20.7	31.8	16.2	27.7	12.1	13.4	23.8	11.8	-	-	-
AVT 2023.08	14.9	30.2	31.7	-	-	-	-	-	-	-	-	-
AFFT 2022.11	14.9	20.7	31.8	16.2	27.7	12.1	13.4	23.8	11.8	-	-	-
Panasonic 2021.06	14.8	30.4	33.5	21.1	27.1	10.2	24.6	27.5	12.7	-	-	-
AVT+ 2023.08	14.8	25.5	31.8	-	-	-	-	-	-	-	-	-
TempAgg 2023.08	14.7	23.2	31.4	-	-	-	-	-	-	-	-	-
RU-LSTM 2024.05	14.7	23.2	31.4	-	-	-	-	-	-	-	-	-
DCR 2023.08	14.6	31	31.1	-	-	-	-	-	-	-	-	-
Abs. goal 2022.11	14.29	31.4	30.1	31.36	35.56	17.34	22.9	16.42	7.7	-	-	-
RULSTM 2023.08	14	27.8	30.8	-	-	-	-	-	-	-	-	-
Temporal Aggregation 2024.05	14	27.8	30.8	-	-	-	-	-	-	-	-	-
AVT 2023.08	13.6	27.2	30.7	-	-	-	-	-	-	-	-	-
ICL+SJTU 2021.06	13.4	36.2	32.2	27.6	24.2	10.1	32.1	29.9	11.9	-	-	-
AFFT-TSN+ 2022.10	13.4	19.4	28.3	14	24.2	9.9	12	19.5	10.9	-	-	-
TrAct 2022.11	13.39	36.15	32.2	27.6	24.24	10.05	32.06	29.87	11.88	-	-	-
RULSTM 2023.08	13.3	27.5	29	-	-	-	-	-	-	-	-	-
AVT+ 2021.06	12.6	25.6	28.8	20.9	22.3	8.8	19	22	10.1	-	-	-
NUS_CVML 2021.06	12.6	21.8	30.6	17.9	27	10.5	13.6	20.6	8.9	-	-	-
AVT+ 2022.10	12.6	25.6	28.8	20.9	22.3	8.8	19	22	10.1	-	-	-
TempAgg 2022.10	12.6	21.8	30.6	17.9	27	10.5	13.6	20.6	8.9	-	-	-
T. Agg. 2022.11	12.55	21.76	30.59	17.86	27.04	10.46	13.59	20.62	8.85	-	-	-
RU-LSTM 2021.07	11.2	25.3	26.7	19.4	26.9	9.7	17.6	15.9	7.9	-	-	-
RULSTM 2021.06	11.2	25.3	26.7	19.4	26.9	9.7	17.6	16	7.9	-	-	-
IIE_MRG 2021.06	11.2	25.3	26.7	19.4	26.9	9.7	17.6	16	7.9	-	-	-
RULSTM 2022.10	11.2	25.3	26.7	19.4	26.9	9.7	17.6	16	7.9	-	-	-
RU-LSTM 2022.11	11.19	25.25	26.69	19.36	26.87	9.65	17.56	15.97	7.92	-	-	-
Multi-Modal Temporal Convolutional Network 2021.07	11	21.5	26.8	20.8	28.3	12.2	13.2	15.4	7.2	-	-	-
TBN 2021.06	11	21.5	26.8	20.8	28.3	12.2	13.2	15.4	7.2	-	-	-
TCN-TBN 2022.10	11	21.5	26.8	20.8	28.3	12.2	13.2	15.4	7.2	-	-	-
Multi-Modal Temporal Convolutional Network 2021.07	10.9	20.4	26.6	17.9	26.9	11.1	11.7	15.2	7	-	-	-
TCN-TSN 2022.10	10.9	20.4	26.6	17.9	26.9	11.1	11.7	15.2	7	-	-	-
Random 2021.07	0.1	6.2	2.3	8.1	3.3	0.3	1.9	0.7	0.03	-	-	-
chance 2021.06	0.1	6.2	2.3	8.1	3.3	0.3	1.9	0.7	0	-	-	-
chance 2022.10	0.1	6.2	2.3	8.1	3.3	0.3	1.9	0.7	0	-	-	-
RU-LSTM 2022.09	-	-	-	-	-	-	-	-	-	25.25	26.69	11.19
Temp. Agg. 2022.09	-	-	-	-	-	-	-	-	-	21.76	30.59	12.55
AVT 2022.09	-	-	-	-	-	-	-	-	-	26.69	32.33	16.74
TransAction 2022.09	-	-	-	-	-	-	-	-	-	36.15	32.2	13.39
MeMVIT 2022.09	-	-	-	-	-	-	-	-	-	32.2	37	17.7
Abstract goal 2022.09	-	-	-	-	-	-	-	-	-	31.4	30.1	14.29
RU-LSTM 2024.07	-	-	-	-	-	-	-	-	-	25.3	26.7	11.2
TempAgg. 2024.07	-	-	-	-	-	-	-	-	-	21.8	30.8	12.6
AVT+ 2024.07	-	-	-	-	-	-	-	-	-	25.6	28.8	12.6
AFFT 2024.07	-	-	-	-	-	-	-	-	-	20.7	31.8	14.9
S-GEAR 2024.07	-	-	-	-	-	-	-	-	-	25.9	32	14.7
S-GEAR-2B 2024.07	-	-	-	-	-	-	-	-	-	25.5	31.7	15.3
S-GEAR-4B 2024.07	-	-	-	-	-	-	-	-	-	26.6	32.6	15.5
RULSTM 2025.10	-	-	-	-	-	-	-	-	-	27.5	29	13.3
AVT 2025.10	-	-	-	-	-	-	-	-	-	30.2	31.7	14.9
TeSTra 2025.10	-	-	-	-	-	-	-	-	-	26.8	36.2	17
MeMViT 2025.10	-	-	-	-	-	-	-	-	-	32.8	33.2	15.1
MAT 2025.10	-	-	-	-	-	-	-	-	-	32.7	39.7	18.8
S-GEAR-2B 2025.10	-	-	-	-	-	-	-	-	-	32.7	37.9	19.6
CPM 2025.10	-	-	-	-	-	-	-	-	-	-	-	17.2
State-Specific Model (Ours) 2025.10	-	-	-	-	-	-	-	-	-	36.8	39.2	19.9
TeSTra 2025.10	-	-	-	-	-	-	-	-	-	30.8	35.8	17.6
MAT 2025.10	-	-	-	-	-	-	-	-	-	35	38.8	19.5
State-Specific Model (Ours) 2025.10	-	-	-	-	-	-	-	-	-	38.8	42.1	21.4
S-GEAR-2B 2025.10	-	-	-	-	-	-	-	-	-	30.5	38.4	19.6
S-GEAR-4B 2025.10	-	-	-	-	-	-	-	-	-	30.2	37	19.9
RULSTM 2025.10	-	-	-	-	-	-	-	-	-	27.8	30.8	14
AVT+ 2025.10	-	-	-	-	-	-	-	-	-	28.2	32	15.9
CPM 2025.10	-	-	-	-	-	-	-	-	-	-	-	19.4
UADT 2025.10	-	-	-	-	-	-	-	-	-	43.5	46.6	23
State-Specific Model (Ours) 2025.10	-	-	-	-	-	-	-	-	-	44.9	48.3	24.9