← Emotion Recognition in Conversation
Papers with Code · CC BY-SA 4.0

IEMOCAP

아카이브 평가 59건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
DialogueCRN+RoBERTa
Weighted-F1
67.53
Accuracy
67.39
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations
2021-06-03
코드 1 · 코드 2
CESTa
Weighted-F1
67.1
Contextualized Emotion Recognition in Conversation as Sequence Tagging
2020-07-01
연결 없음
KI-Net
Weighted-F1
67.00
Micro-F1
64.10
Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations
논문 날짜 미기재
연결 없음
SKAIG-ERC
Weighted-F1
66.98
Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge
논문 날짜 미기재
코드 1
SumAggGIN
Weighted-F1
66.96
Summarize before Aggregate: A Global-to-local Heterogeneous Graph Inference Network for Conversational Emotion Recognition
2020-12-01
연결 없음
CoMPM
Weighted-F1
66.61
Accuracy
66.76
CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation
2021-08-26
코드 1
DialogueCRN
Weighted-F1
66.33
Accuracy
66.05
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations
2021-06-03
코드 1 · 코드 2
DialogXL
Weighted-F1
66.2
Accuracy
66.3
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition
2020-12-16
코드 1 · 코드 2 · 코드 3 · 코드 4
M2FNet-Text
Weighted-F1
66.2
Accuracy
66.05
Macro-F1
66.38
M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation
2022-06-05
연결 없음
TRMSM-Att
Weighted-F1
65.94
A Hierarchical Transformer with Speaker Modeling for Emotion Recognition in Conversation
2020-12-29
코드 1
COIN (w/o pretraining)
Weighted-F1
65.74
COIN: Conversational Interactive Networks for Emotion Recognition in Conversation
논문 날짜 미기재
연결 없음
Pretrained Hierarchical Transformer
Weighted-F1
65.37
Accuracy
66.05
Hierarchical Pre-training for Sequence Labelling in Spoken Dialog
2020-09-23
연결 없음
COSMIC
Weighted-F1
65.30
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations
2020-10-06
코드 1
RGAT-ERC
Weighted-F1
65.28
Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations
논문 날짜 미기재
코드 1
BiERU-lc
Weighted-F1
65.22
BiERU: Bidirectional Emotional Recurrent Unit for Conversational Sentiment Analysis
2020-05-31
코드 1
HiTrans
Weighted-F1
64.65
Accuracy
66.11
HiTrans: A Transformer-Based Context- and Speaker-Sensitive Model for Emotion Detection in Conversations
2020-12-01
연결 없음
Iterative
Weighted-F1
64.5
An Iterative Emotion Interaction Network for Emotion Recognition in Conversations
2020-12-01
연결 없음
DialogueGCN
Weighted-F1
64.37
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation
2019-08-30
코드 1 · 코드 2
ERMC-DisGCN
Weighted-F1
64.18
Accuracy
65.25
Macro-F1
63.43
A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation
논문 날짜 미기재
연결 없음
BiF-AGRU
Weighted-F1
64.10
Real-Time Emotion Recognition via Attention Gated Hierarchical Memory Network
2019-11-20
코드 1
DialogueRNN
Weighted-F1
63.5
Accuracy
63.5
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations
2018-11-01
코드 1 · 코드 2
Attention-BLSTM
Weighted-F1
62.9
Accuracy
65.9
Integrating Recurrence Dynamics for Speech Emotion Recognition
2018-11-09
코드 1
TODKAT
Weighted-F1
62.75
Accuracy
63.4
Macro-F1
60.66
Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection
2021-06-02
연결 없음
KET
Weighted-F1
61.33
Micro-F1
61.11
Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations
2019-09-24
코드 1
VHRED
Weighted-F1
59.56
Conversational Transfer Learning for Emotion Recognition
2019-10-11
코드 1
ICON
Weighted-F1
58.6
ICON: Interactive Conversational Memory Network for Multimodal Emotion Detection
2018-10-01
코드 1
bc-LSTM+Att
Weighted-F1
58.54
Accuracy
59.09
Macro-F1
56.52
Context-Dependent Sentiment Analysis in User-Generated Videos
2017-07-01
코드 1 · 코드 2
CMN
Weighted-F1
56.19
Accuracy
56.32
Macro-F1
54.84
Conversational Memory Network for Emotion Recognition in Dyadic Dialogue Videos
2018-06-01
코드 1
SPECTRA
Accuracy
67.94
Speech-Text Dialog Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment
2023-05-19
코드 1