Alternatives and similar repositories for MLLM-CL

Users that are interested in MLLM-CL are comparing it to the libraries listed below

• Ghy0501 / MCITlib
  MCITlib: Multimodal Continual Instruction Tuning Library and Benchmark
  ☆51Updated 2 weeks ago
• YuyangSunshine / Awesome-Continual-learning-of-Vision-Language-Models
  Awsome of VLM-CL. Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting
  ☆136Updated 3 weeks ago
• TamashaM / NAPA-VQ
  ☆12Updated last year
• LAMDA-CL / PROOF
  Learning without Forgetting for Vision-Language Models (TPAMI 2025)
  ☆56Updated 6 months ago
• AuroraZengfh / Local-Prompt
  [ICLR 2025] Official Implementation of Local-Prompt: Extensible Local Prompts for Few-Shot Out-of-Distribution Detection
  ☆49Updated 5 months ago
• JiazuoYu / MoE-Adapters4CL
  Code for paper "Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters" CVPR2024
  ☆266Updated 3 months ago
• liangyanshuo / InfLoRA
  The official implementation of the CVPR'2024 work Interference-Free Low-Rank Adaptation for Continual Learning
  ☆102Updated 10 months ago
• zackschen / CoIN
  Instruction Tuning in Continual Learning paradigm
  ☆70Updated 11 months ago
• Ghy0501 / HiDe-LLaVA
  [ACL'25 Main] Official Implementation of HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Languag…
  ☆46Updated 4 months ago
• muzairkhattak / PromptSRC
  [ICCV'23 Main Track, WECIA'23 Oral] Official repository of paper titled "Self-regulating Prompts: Foundational Model Adaptation without F…
  ☆281Updated 2 years ago
• linlany / RAPF
  ☆49Updated 9 months ago
• muzairkhattak / ProText
  [AAAI'25, CVPRW 2024] Official repository of paper titled "Learning to Prompt with Text Only Supervision for Vision-Language Models".
  ☆119Updated last year
• zhoujiahuan1991 / CVPR2024-FCS
  [CVPR2024] FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning
  ☆16Updated 8 months ago
• enguangW / GET
  GET: Unlocking the Multi-modal Potential of CLIP for Generalized Category Discovery （CVPR2025）
  ☆32Updated 9 months ago
• iSEE-Laboratory / Revisting_FSCIL
  Official PyTorch implementation of our ECCV2024 paper “Rethinking Few-shot Class-incremental Learning: Learning from Yourself”
  ☆19Updated last year
• ZjjConan / VLM-MultiModalAdapter
  The official pytorch implemention of our CVPR-2024 paper "MMA: Multi-Modal Adapter for Vision-Language Models".
  ☆95Updated 8 months ago
• srvCodes / clap4clip
  Code for our NeurIPS´24 paper
  ☆38Updated last year
• zhengli97 / PromptKD
  [CVPR 2024] Official PyTorch Code for "PromptKD: Unsupervised Prompt Distillation for Vision-Language Models"
  ☆344Updated last month
• Ghy0501 / Awesome-Continual-Learning-in-Generative-Models
  A Comprehensive Survey on Continual Learning in Generative Models.
  ☆109Updated last week
• azshue / TPT
  Test-time Prompt Tuning (TPT) for zero-shot generalization in vision-language models (NeurIPS 2022))
  ☆204Updated 3 years ago
• LucyDYu / Awesome-Multimodal-Continual-Learning
  ☆150Updated last year
• zhengli97 / ATPrompt
  Official PyTorch Code for Anchor Token Guided Prompt Learning Methods: [ICCV 2025] ATPrompt and [Arxiv 2511.21188] AnchorOPT
  ☆121Updated 3 weeks ago
• Thunderbeee / ZSCL
  Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models
  ☆106Updated last year
• LAMDA-CL / ICCV25-ENGINE
  External Knowledge Injection for CLIP-Based Class-Incremental Learning (ICCV 2025)
  ☆51Updated last month
• XLearning-SCU / 2025-ICLR-TCR
  Pytorch implementation of "Test-time Adaptation for Cross-modal Retrieval with Query Shift".
  ☆31Updated last month
• lloongx / DIKI
  [ECCV 2024] Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models
  ☆56Updated last year
• shiming-chen / LaZSL
  Official implementations of our LaZSL (ICCV'25)
  ☆38Updated 6 months ago
• zhangce01 / SimNL
  [WACV 2025] Code for Enhancing Vision-Language Few-Shot Adaptation with Negative Learning
  ☆11Updated 10 months ago
• elaine-sui / TPS
  ☆22Updated last month
• LijunZhang01 / Octopus
  ☆27Updated 8 months ago