Emotion Recognition in Conversation on MELD (Per-Class Metrics)

67.29F1 Score

VL2E

Updated 26d ago

Evaluation Results

Method
VL2E 2024.10	67.29	80.31	61.03	14.71	46.28	65.33	28.57	55.07	-	-
TelME* 2024.10	66.83	79.85	59.61	31.17	43.35	65.29	23.53	55	-	-
M2FNet 2024.10	66.71	-	-	-	-	-	-	-	-	-
VL2E - w/o neutral normalization 2024.10	66.6	-	-	-	-	-	-	-	-	-
FacialMMT 2024.10	66.58	80.13	59.63	19.18	41.99	64.88	18.18	56	-	-
VL2E - w/o face extraction 2024.10	65.95	-	-	-	-	-	-	-	-	-
VL2E - w/o vision 2024.10	65.56	-	-	-	-	-	-	-	-	-
UniMSE 2024.10	65.51	-	-	-	-	-	-	-	-	-
EmoCaps 2024.10	64	77.12	63.19	3.03	42.52	57.5	7.69	57.54	-	-
DAG-ERC 2024.10	63.65	-	-	-	-	-	-	-	-	-
MM-DFN 2024.10	59.46	77.76	50.69	-	22.94	54.78	-	47.82	-	-
ConGCN 2024.10	59.4	76.7	50.3	8.7	28.5	53.1	10.6	46.8	-	-
GA2MIF 2024.10	58.94	76.92	49.08	-	27.18	51.87	-	48.52	-	-
MMGCN 2024.10	58.65	-	-	-	-	-	-	-	-	-
DialogueRNN 2024.10	57.03	73.5	49.4	1.2	23.8	50.7	1.7	41.5	-	-
VL2E - w/o text 2024.10	35.97	-	-	-	-	-	-	-	-	-
BC-LSTM 2022.03	-	73.8	47.7	5.4	25.1	51.3	5.2	38.4	55.9	-
DialogueRNN 2022.03	-	73.5	49.4	1.2	23.8	50.7	1.7	41.5	57.03	-
DialogueGCN 2022.03	-	-	-	-	-	-	-	-	58.23	-
DialogXL 2022.03	-	-	-	-	-	-	-	-	62.41	-
DialogueCRN 2022.03	-	-	-	-	-	-	-	-	58.39	-
DAG-ERC 2022.03	-	-	-	-	-	-	-	-	63.65	-
MMGCN 2022.03	-	-	-	-	-	-	-	-	58.65	-
EmoCaps 2022.03	-	77.12	63.19	3.03	42.52	57.5	7.69	57.54	64	-
Gemini 2.5 Flash 2026.03	-	-	-	-	-	-	-	-	-	61.5
GPT-4o Audio 2026.03	-	-	-	-	-	-	-	-	-	62.5
SALMONN 2026.03	-	-	-	-	-	-	-	-	-	37.2
Audio Flamingo 3 2026.03	-	-	-	-	-	-	-	-	-	58.5
Audio-Reasoner 2026.03	-	-	-	-	-	-	-	-	-	63.2
Qwen2.5-omni 2026.03	-	-	-	-	-	-	-	-	-	60.3
Qwen2.5-omni + Only STA 2026.03	-	-	-	-	-	-	-	-	-	62.8
Qwen2.5-omni + Reasoning SFT 2026.03	-	-	-	-	-	-	-	-	-	61.8
TGSR 2026.03	-	-	-	-	-	-	-	-	-	64.6