Emotion Detection Transformers Transformer Models

Tools for detecting, classifying, and analyzing emotions in text using transformer models. Includes APIs, datasets, and models for multi-emotion recognition. Does NOT include general sentiment analysis, mental health applications, or conversational AI systems without emotion-specific focus.

There are 50 emotion detection transformers models tracked. The highest-rated is monologg/GoEmotions-pytorch at 41/100 with 166 stars.

Get all 50 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=emotion-detection-transformers&limit=20"

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#	Model	Score	Tier	Stars	Language
1	monologg/GoEmotions-pytorch Pytorch Implementation of GoEmotions 😍😢😱	41	Emerging	166	Python
2	tae898/erc The official implementation of "EmoBERTa: Speaker-Aware Emotion Recognition...	38	Emerging	102	Jupyter Notebook
3	gohjiayi/suicidal-text-detection Building a suicidal text detection model and mental health chatbot with deep...	36	Emerging	42	Jupyter Notebook
4	monologg/GoEmotions-Korean Korean version of GoEmotions Dataset 😍😢😱	35	Emerging	57	Python
5	declare-lab/exemplary-empathy This repository contains the source codes of the paper -- Exemplars-guided...	30	Emerging	24	Python
6	zrr1999/emotion-recognition 多模态情绪识别方法研究（Multimodal Emotion Recognition）	29	Experimental	25	Python
7	rafalposwiata/depression-detection-lt-edi-2022 This repository contains the code of our winning solution for the Shared...	26	Experimental	27	Python
8	katha-ai/EmoTx-CVPR2023 [CVPR 2023] Official code repository for "How you feelin'? Learning Emotions...	25	Experimental	58	Python
9	huluhuluzhi/EmoScape-HCI_Final_Project-2025 🌦️ EmoScape: A multimodal AI system that visualizes emotions as generative...	25	Experimental	2	Python
10	Mcpasi/egoMorph- Eine emotionale KI für den Browser: erkennt Gefühle, passt ihre...	25	Experimental	2	HTML
11	patricia-pereira/cd-erc Code for the paper: Context-Dependent Embedding Utterance Representations...	24	Experimental	3	Python
12	GeorgiosIoannouCoder/mindscanner Deep learning models and fine-tuned transformers for detecting mental...	24	Experimental	1	Python
13	marcv12/reddit_depression Studies show that people are more depressed than ever after the pandemic,...	22	Experimental	1	Python
14	fishyyuser/Emotion-NLP-Transformer-Benchmark Side-by-side benchmark of BiLSTM + Attention vs BERT for multi-class emotion...	19	Experimental	—	Python
15	Maryamm-2/Emotion-Classification-with-Explainable-AI-Techniques A modular framework for emotion classification and explainability, comparing...	19	Experimental	—	Python
16	nakulg1402/M-STARNet Emotion recognition	19	Experimental	—	Python
17	Maiowaa/empathymetric-ai advanced emotion classification with 94% accuracy using pre-trained RoBERTa....	19	Experimental	—	HTML
18	kbzh2558/dialogue_emotion_classification_via_multimodality Multimodal Emotion Classification	17	Experimental	—	Jupyter Notebook
19	elixpo/emoji_transnetv1 A Machine Learning Initiative Taken to fine tune MT5_SMALL to contextually...	17	Experimental	2	Jupyter Notebook
20	Kartikaggarwal98/Prompting_emotion_classification Prompting for emotion classification using manual templates	17	Experimental	5	Python
21	QuangMinhPhan23/emotions-classification-for-tweets Classification emotions from text by developing and evaluating five neural...	16	Experimental	1	Jupyter Notebook
22	sofieditmer/depression_detection This repository contains the contents of a Master's degree in Cognitive...	16	Experimental	3	Jupyter Notebook
23	Mukuta-Manit-D/AI-Mirror AI Mirror is a smart, interactive web application that detects human...	16	Experimental	1	JavaScript
24	khanh152010/AI_Emotional_Mirror 🪞 Reflect on your emotions with AI Emotional Mirror, a tool that gently...	15	Experimental	1	Python
25	Eddie-oss-369/AI_Emotional_Mirror 💬 Reflect on your emotions with AI Emotional Mirror, a tool that clarifies...	15	Experimental	1	Python
26	ozense1/emotion_classify A complete end-to-end emotion classification project that predicts emotion...	15	Experimental	—	Jupyter Notebook
27	rustamG88/emotion-adaptive-multimodal-cbt-assistant 🧠 Recognize emotions from text, audio, and video to generate adaptive...	15	Experimental	1	HTML
28	Apex-05/REALM Real-Time Analysis of Linguistic Media	15	Experimental	—	Jupyter Notebook
29	GeorgiosIoannouCoder/ecem-csa Evolution of Context and Emotion Modeling in Conversational Sentiment Analysis 🗣️💬🤖	15	Experimental	—	Python
30	AlbertoNDL/emotion-classification-api End-to-end emotion classification system with training pipeline and...	14	Experimental	—	Python
31	TanishaKiran03/AIParent-Emotion-Harm-Detection AI system that detects emotional tone and harmful content using...	14	Experimental	—	Jupyter Notebook
32	NovaGeeklord02/Depression-Detection-on-DAIC-WOZ-EDAIC-WOZ Depression detection using RoBERTa on DAIC-WOZ and EDAIC-WOZ datasets....	14	Experimental	7	Jupyter Notebook
33	prasanna00019/HackGenesis-25 MoodMaps 🧠❤️‍🩹: Your companion for well-being, crafted during HackGenesis'25...	13	Experimental	2	JavaScript
34	yangoz94/ml-depression-detection A web application that uses a ML/NLP model to detect depression based on...	12	Experimental	3	TypeScript
35	yos-r/go_emotions Multi-Label Emotion Classification from Text Using Deep Learning :...	12	Experimental	1	Jupyter Notebook
36	dubeyayushi/TransforMoji-A-Novel-Emoji-Prediction-Model-for-Hindi-Texts TransforMoji is a custom transformer-based model for emoji prediction in...	12	Experimental	1	Jupyter Notebook
37	Joseph-Yusuff/emotion-detection-nlp A Natural Language Processing project for detecting emotions (e.g., joy,...	12	Experimental	1	Jupyter Notebook
38	AndreaLolli2912/SemEval2026-EmoVA SemEval-2026 Task 2: EmoVA. A Transformer-LSTM architecture with Set...	12	Experimental	1	Jupyter Notebook
39	minuva/fast-nlp-text-emotion Fast emotion classification model	12	Experimental	3	Python
40	KeshavElangoDS/Mental-Health-Analysis-using-Social-Media-Data Machine learning project to detect and classify mental health-related social...	12	Experimental	1	Jupyter Notebook
41	adhishnanda/emotion-adaptive-multimodal-cbt-assistant Applied multimodal ML system combining text, audio, and visual emotion...	11	Experimental	—	HTML
42	SundayOni/cross-platform-emotion-classification Cross-platform emotion classification for mental health prediction using...	11	Experimental	—	Jupyter Notebook
43	md-naim-hassan-saykat/emotion-recognition-nlp Emotion Recognition from Tweets using Machine Learning and Transformers	11	Experimental	—	Jupyter Notebook
44	itsmawna/Nlp-Mental-Health-Detection NLP project for multi-class mental health detection using TF-IDF + SVM and...	11	Experimental	—	Jupyter Notebook
45	Pushtogithub23/NLP-Emotion-Classification-ML-DL-Gradio This project implements emotion classification in text using classical ML...	11	Experimental	—	Jupyter Notebook
46	Cyber-Mood/Emotion-Detection-Project Multi-Label Emotion Detection based in GoEmotions Dataset with ML Models and...	11	Experimental	—	Jupyter Notebook
47	stackofsugar/depression-causal-analysis Fine-tuned Longformer model to detect root cause of depression in long texts.	11	Experimental	2	Jupyter Notebook
48	haldersourav/embedding_MentalHealthPosts A transformer-based NLP approach for embedding mental health posts from...	10	Experimental	1	Jupyter Notebook
49	LukeADay/emotion-detector-transformers-api A REST API for detecting emotions in text, powered by a pre-trained...	10	Experimental	1	Python
50	nikobent/EmpathyDetection In this repository I include parts of my work for my Master's thesis with...	10	Experimental	1	Jupyter Notebook