Alternatives and similar repositories for PiNI

Users that are interested in PiNI are comparing it to the libraries listed below

• gaojingsheng / LAMM
  Code and Dataset for the paper "LAMM: Label Alignment for Multi-Modal Prompt Learning" AAAI 2024
  ☆33Updated last year
• htyao89 / Textual-based_Class-aware_prompt_tuning
  ☆29Updated last year
• XLearning-SCU / 2024-ICLR-READ
  Pytorch implementation of "Test-time Adaption against Multi-modal Reliability Bias".
  ☆44Updated 11 months ago
• xjjxmu / TextRefiner
  The official code for "TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning" | [AAAI2025]
  ☆47Updated 8 months ago
• yic20 / CoMC
  [ICML2024] Official PyTorch implementation of CoMC: Language-Driven Cross-Modal Classifier for Zero-Shot Multi-Label Image Recognition
  ☆16Updated last year
• TJU-sjyj / AMU-Tuning
  ☆53Updated last year
• fuyunwang / DPDL
  Distribution Prototype Diffusion Learning for Open-set Supervised Anomaly Detection CVPR 2025
  ☆21Updated 9 months ago
• GeWu-Lab / MMPareto_ICML2024
  The repo for "MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance", ICML 2024
  ☆49Updated last year
• ZjjConan / VLM-MultiModalAdapter
  The official pytorch implemention of our CVPR-2024 paper "MMA: Multi-Modal Adapter for Vision-Language Models".
  ☆91Updated 7 months ago
• EricTan7 / TGP-T
  [AAAI2024] Official implementation of TGP-T
  ☆31Updated last year
• GeWu-Lab / Valuate-and-Enhance-Multimodal-Cooperation
  The repo for "Enhancing Multi-modal Cooperation via Sample-level Modality Valuation", CVPR 2024
  ☆57Updated last year
• GingL / CMPA
  ☆16Updated 2 years ago
• ThomasWangY / 2024-AAAI-HPT
  Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models (AAAI 2024)
  ☆73Updated 9 months ago
• zzzx1224 / DynaPrompt
  Code of ICLR 2025 paper "DynaPrompt: Dynamic Test-Time Prompt Tuning"
  ☆21Updated 10 months ago
• Ruiyang-061X / VL-Uncertainty
  🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".
  ☆47Updated 8 months ago
• ShuvenduRoy / CoPrompt
  [ICLR'24] Consistency-guided Prompt Learning for Vision-Language Models
  ☆83Updated last year
• qunovo / NLPrompt
  ☆56Updated 5 months ago
• Koorye / DePT
  [CVPR 2024] Offical implemention of the paper "DePT: Decoupled Prompt Tuning"
  ☆109Updated this week
• songrise / MoPE
  Official Implementation for MoPE (T-MM 2025)
  ☆24Updated last month
• yunncheng / MMRL
  [CVPR 2025] Official PyTorch Code for "MMRL: Multi-Modal Representation Learning for Vision-Language Models" and its extension "MMRL++: P…
  ☆84Updated 5 months ago
• YBZh / DMN
  CVPR2024: Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models
  ☆86Updated last year
• codeshop715 / SPM
  ☆27Updated last year
• BaiShuanghao / Prompt-based-Distribution-Alignment
  [AAAI 2024] Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
  ☆74Updated last year
• shiming-chen / LaZSL
  Official implementations of our LaZSL (ICCV'25)
  ☆37Updated 4 months ago
• fistyee / MDCS
  🔥MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition [Official, ICCV 2023]
  ☆30Updated last year
• MarcLafon / gallop
  Adaptation of vision-language models (CLIP) to downstream tasks using local and global prompts.
  ☆49Updated 4 months ago
• zhengli97 / ATPrompt
  Official PyTorch Code for Anchor Token Guided Prompt Learning Methods: [ICCV 2025] ATPrompt and [Arxiv 2511.21188] AnchorOPT
  ☆108Updated this week
• JREion / DPC
  [CVPR 2025] Official PyTorch Code for "DPC: Dual-Prompt Collaboration for Tuning Vision-Language Models"
  ☆35Updated 2 months ago
• yvhangyang / ResCLIP
  Official implementation of ResCLIP: Residual Attention for Training-free Dense Vision-language Inference
  ☆53Updated last month
• Timsty1 / FineCLIP
  FineCLIP: Self-distilled Region-based CLIP for Better Fine-grained Understanding (NIPS24)
  ☆32Updated 2 weeks ago