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Video Captioning on MSR-VTT (test)

104.2CIDEr

ComHeat

Updated 2d ago

Evaluation Results

Method
ComHeat 2024.09	104.2	63.9	42.7	-	-	80.3
GL-RG+IT 2024.09	101	60.5	38.9	-	-	76.4
O2NA 2024.09	96.4	55.4	37.4	-	-	74.5
ORG-TRL 2024.09	95.2	54.3	36.4	-	-	73.9
POSRL 2024.09	91	53.9	34.9	-	-	72.1
OA-BTG 2024.09	90.6	56.9	36.2	-	-	-
mPLUG2+ 2025.12	83.1	62.4	70.8	36.8	-	-
mPLUG2+ 2025.12	82.5	60.7	68.6	35.9	-	-
mPLUG2 2025.12	79.4	56.9	68.2	34	-	-
SOTA 2022.09	75.9	-	-	-	-	-
mPLUG2 2025.12	75.3	52.4	65.4	30.8	-	-
EVLGen 2023.10	74	49.2	33	66.5	-	-
EVLGen 2023.10	69.8	48.3	32.6	65.8	-	-
EVLGen 2023.10	68.4	47.6	32.4	65.3	-	-
Baseline 2023.10	67.8	47.3	32.2	65	-	-
Baseline 2023.10	65.5	44.4	31.9	64.1	-	-
Vid2Seq 2023.02	64.6	-	30.8	-	-	-
VideoCoCa 2023.10	63	48.5	31.4	64.8	-	-
Vid2Seq 2023.02	61.5	-	30.4	-	-	-
MV-GPT 2022.01	60	48.92	38.66	64	-	-
MV-GPT 2023.02	60	-	29.9	-	-	-
Video-LLaMA 2023.10	59.3	47.7	29.6	63.7	-	-
CLIP-DCD 2021.11	58.7	48.2	31.3	64.8	-	-
VideoChat 2023.10	58	46.5	29.5	63.4	-	-
Vid2Seq 2023.02	57.2	-	30	-	-	-
CLIP-Base 2021.11	57	47.3	30.9	64	-	-
audiovisual dual stream retrieval model 2022.04	56	47.21	37.7	-	-	-
Ours 2022.04	55	47.33	37.11	-	-	-
Ours 2022.04	55	45.47	36.96	-	-	-
audiovisual dual stream retrieval model 2022.04	55	45.47	36.96	-	-	-
audiovisual dual stream retrieval model 2022.04	55	47.33	37.11	-	-	-
Base model_cap 2022.11	54.6	45.2	29.8	63	-	-
EMCL 2022.11	54.6	45.3	30.2	63.2	-	-
SWINBERT 2021.11	53.8	-	-	-	-	-
SWINBERT 2021.11	53.8	41.9	29.9	62.1	-	-
SwinBERT 2023.02	53.8	-	29.9	-	-	-
VNS-GRU 2022.04	53	45.3	29.9	-	-	-
VNS-GRU 2022.04	53	45.3	29.9	-	-	-
VNS-GRU 2022.01	53	45.3	29.9	63.4	-	-
SOTA 2021.11	52.9	-	-	-	-	-
OpenBook 2021.11	52.9	42.8	29.3	61.7	-	-
OpenBook 2021.11	52.9	42.8	29.3	61.7	-	-
OpenBook 2022.11	52.9	42.8	29.3	61.7	-	-
DCD 2022.11	52.8	43.4	29.6	61.8	-	-
TextKG 2023.03	52.4	43.7	29.6	-	-	62.4
APML 2021.11	52.2	43.8	30.3	63.6	-	-
DECEMBERT 2022.04	52	45.2	29.7	-	-	-
DECEMBERT 2022.04	52	45.2	29.7	-	-	-
DECEMBERT 2022.01	52	45.2	29.7	64.7	-	-
HMN 2023.03	51.5	43.5	29	-	-	62.7
MGCMP 2021.11	51.4	41.7	28.9	62.1	-	-
NACF 2021.11	51.4	42	28.7	-	-	-
MGCMP 2022.11	51.4	41.7	28.9	62.1	-	-
MGRMP 2023.03	51.4	41.7	28.9	-	-	62.1
ARB-ACL 2021.11	51.3	42.6	28.9	61.5	-	-
ARB-ACL 2022.11	51.3	42.6	28.9	61.5	-	-
SAM-SS 2022.04	51	43.8	28.9	-	-	-
ORG-TRL 2022.04	51	43.6	28.8	-	-	-
ORG-TRL 2022.04	51	43.6	28.8	-	-	-
SAM-SS 2022.01	51	43.8	28.9	62.4	-	-
ORG-TRL 2022.01	51	43.6	28.8	62.8	-	-
SAAT 2021.11	51	39.9	27.7	61.2	-	-
ORG-TRL 2020.02	50.9	43.6	28.8	62.1	-	-
ORG-TRL 2021.11	50.9	43.6	28.8	62.1	-	-
ORG-TRL 2021.11	50.9	43.6	28.8	62.1	-	-
ORG-TRL 2022.11	50.9	43.6	28.8	62.1	-	-
ORG-TRL 2023.03	50.9	43.6	28.8	-	-	62.1
UniVL 2022.05	50.1	42	29	61	70.2	-
UniVL 2022.04	50	41.79	28.94	-	-	-
UniVL 2022.04	50	41.79	28.94	-	-	-
UniVL 2022.01	50	41.79	28.94	60.78	-	-
SGN 2023.03	49.5	40.8	28.3	-	-	60.8
PMI-CAP 2021.11	49.4	42.1	28.7	-	-	-
POS+VCT 2020.02	49.1	42.3	29.7	62.8	-	-
POS+VCT 2021.11	49.1	42.3	29.7	62.8	-	-
POS+CG 2022.04	49	42	28.2	-	-	-
POS+VCT 2022.04	49	42.3	29.7	-	-	-
POS+CG 2022.01	49	42	28.2	61.6	-	-
POS+VCT 2022.01	49	42.3	29.7	62.8	-	-
POS+CG 2020.02	48.7	42	28.2	61.6	-	-
POS+CG 2021.11	48.7	42	28.2	61.6	-	-
POS-CG 2023.03	48.7	42	28.2	-	-	61.6
GRU-EVE 2020.02	48.1	38.3	28.4	60.7	-	-
GRU-EVE 2021.11	48.1	38.3	28.4	60.7	-	-
MGSA 2022.01	48	42.4	27.6	-	-	-
SibNet 2020.02	47.5	40.9	27.5	60.2	-	-
MGSA 2020.02	47.5	42.4	27.6	-	-	-
SibNet 2021.11	47.5	40.9	27.5	60.2	-	-
MGSA 2021.11	47.5	42.4	27.6	-	-	-
MGSA 2023.03	47.5	42.4	27.6	-	-	-
MARN 2020.02	47.1	40.4	28.1	60.7	-	-
STG-KD 2021.11	47.1	40.5	28.3	60.9	-	-
STG-KD 2022.11	47.1	40.5	28.3	60.9	-	-
STG-KD 2023.03	47.1	40.5	28.3	-	-	60.9
OA-BTG 2022.01	47	41.4	28.2	-	-	-
OA-BTG 2020.02	46.9	41.4	28.2	-	-	-
OA-BTG 2021.11	46.9	41.4	28.2	-	-	-
OA-BTG 2023.03	46.9	41.4	28.2	-	-	-
PickNet* 2020.02	44.1	41.3	27.7	59.8	-	-
PickNet 2021.11	44.1	41.3	27.7	59.8	-	-

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