Alternatives and similar repositories for SPEC

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

• wuw2019 / LoTLIP
  [NeurIPS 2024] Official PyTorch implementation of LoTLIP: Improving Language-Image Pre-training for Long Text Understanding
  ☆45Updated 8 months ago
• arijitray1993 / COLA
  COLA: Evaluate how well your vision-language model can Compose Objects Localized with Attributes!
  ☆24Updated 9 months ago
• tripletclip / TripletCLIP
  [NeurIPS 2024] Official PyTorch implementation of "Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives"
  ☆42Updated 9 months ago
• rui-qian / READ
  Rui Qian, Xin Yin, Dejing Dou†: Reasoning to Attend: Try to Understand How <SEG> Token Works (CVPR 2025)
  ☆42Updated 3 weeks ago
• wusize / F-LMM
  [CVPR2025] Code Release of F-LMM: Grounding Frozen Large Multimodal Models
  ☆103Updated 3 months ago
• Shengcao-Cao / groundLMM
  Emerging Pixel Grounding in Large Multimodal Models Without Grounding Supervision
  ☆40Updated 5 months ago
• iancovert / locality-alignment
  ☆52Updated 8 months ago
• Zi-hao-Wei / Efficient-Vision-Language-Pre-training-by-Cluster-Masking
  [CVPR 2024] Improving language-visual pretraining efficiency by perform cluster-based masking on images.
  ☆29Updated last year
• sterzhang / PVIT
  Official Repository of Personalized Visual Instruct Tuning
  ☆32Updated 6 months ago
• callsys / ControlCap
  [ECCV 2024] ControlCap: Controllable Region-level Captioning
  ☆79Updated 10 months ago
• OpenGVLab / MMIU
  [ICLR2025] MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models
  ☆86Updated last year
• XMUDeepLIT / AVG-LLaVA
  Code for "AVG-LLaVA: A Multimodal Large Model with Adaptive Visual Granularity"
  ☆32Updated 11 months ago
• showlab / MovieSeq
  [ECCV 2024] Learning Video Context as Interleaved Multimodal Sequences
  ☆40Updated 6 months ago
• lezhang7 / Enhance-FineGrained
  [CVPR 2024] Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Fine-grained Understanding
  ☆51Updated 5 months ago
• eric-ai-lab / ComCLIP
  Official implementation and dataset for the NAACL 2024 paper "ComCLIP: Training-Free Compositional Image and Text Matching"
  ☆36Updated last year
• m1k2zoo / negbench
  Evaluation and dataset construction code for the CVPR 2025 paper "Vision-Language Models Do Not Understand Negation"
  ☆32Updated 4 months ago
• OpenGVLab / TPO
  Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment
  ☆60Updated 2 months ago
• yuecao0119 / MMFuser
  The official implementation of the paper "MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding". …
  ☆58Updated 10 months ago
• facebookresearch / genecis
  Code and Models for "GeneCIS A Benchmark for General Conditional Image Similarity"
  ☆60Updated 2 years ago
• heliossun / SQ-LLaVA
  Visual self-questioning for large vision-language assistant.
  ☆43Updated last month
• hananshafi / llmblueprint
  [ICLR 2024] Official code for the paper "LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts"
  ☆81Updated last year
• Hritikbansal / videocon
  ☆58Updated last year
• see-say-segment / sesame
  🔥 [CVPR 2024] Official implementation of "See, Say, and Segment: Teaching LMMs to Overcome False Premises (SESAME)"
  ☆43Updated last year
• NMS05 / Patch-Aligned-Contrastive-Learning
  ☆23Updated 2 years ago
• Lackel / AGLA
  [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention
  ☆46Updated last year
• ChenDelong1999 / subobjects
  Official repository of paper "Subobject-level Image Tokenization" (ICML-25)
  ☆85Updated 2 months ago
• yunlong10 / CAT-V
  Offical repo for CAT-V - Caption Anything in Video: Object-centric Dense Video Captioning with Spatiotemporal Multimodal Prompting
  ☆53Updated 2 months ago
• isekai-portal / Link-Context-Learning
  ☆99Updated last year
• UCSC-VLAA / CLIPS
  An Enhanced CLIP Framework for Learning with Synthetic Captions
  ☆37Updated 5 months ago
• LaVi-Lab / AIM
  [ICCV 2025] Official code for "AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning"
  ☆39Updated 2 months ago