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bhalajinΒ 
posted an update 4 days ago
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###### CVPR2026 MetaFood Workshop Challenge Alert ######

🍽️ Dishcovery: Mission II VLM Challenge

We’re excited to share that the Dishcovery II Vision-Language Model Challenge is LIVE, as part of the 3rd MetaFood Workshop @ CVPR 2026.

πŸ‘‰ Join the challenge:
https://www.kaggle.com/competitions/dishcovery-mission-ii-cvpr-2026

πŸ‘‰ Dataset collection (Hugging Face):
jesusmolrdv/MTF25-VLM-Challenge-Dataset-Web
jesusmolrdv/MTF25-VLM-Challenge-Dataset-Synth

πŸ‘‰ Workshop details:
https://sites.google.com/view/cvpr-metafood-2026

πŸ” Task
Build a Vision-Language Model that aligns food images with text under real-world conditions:
1. Multi-label retrieval β†’ identify relevant ingredients/components
2. Single-label retrieval β†’ select the best dense food description

πŸ“¦ Dataset Highlights
- 400K+ image–caption pairs
- Mix of real, noisy, and synthetic data
- Designed for fine-grained food understanding
- Reflects real-world multimodal challenges

βš”οΈ What makes this interesting?
- Not just accuracy β†’ efficiency matters
- Robustness to noise and domain shift
- Fine-grained alignment between visual and semantic concepts
- Benchmark for next-gen VLMs (CLIP, SigLIP, LLaVA-style models)

πŸ“… Timeline (key milestones)
May 1, 2026 β†’ Final predictions + method summary

πŸš€ Why participate?
- Benchmark your models on large-scale multimodal food data
- Test robustness under realistic conditions
- Gain visibility via a global leaderboard
- Contribute to the growing Food Γ— Vision Γ— Language research space

🍳 The kitchen is heating up β€” looking forward to seeing what the community builds!

#multimodal #computervision #vlm #deeplearning #datasets #kaggle #huggingface #ai #research

Dataset Citation: Precision at Scale: Domain-Specific Datasets On-Demand (2407.03463)
bhalajinΒ 
posted an update 11 months ago
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###### CVPR2025 Workshop Challenge Alert ######

🫠 Between deadlines, rebuttals, and existential crises??? "We got you!!!!"

πŸ“’ Our new CVPR25 multi-modal challenge is online !!!

🍽️ Dishcovery: VLM MetaFood Challenge!!!! 🍽️


πŸ˜‹πŸ§« Can your groundbreaking VLM understand the difference between sushi styles, pasta types, or cooking methods from just image + caption pairs?

🌐 Our Task: Match fine-grained images to food descriptions


Challenge Highlights:

πŸ“¦ 400K food image-caption pairs, a little taste to get you started !!!

πŸ”¬ Got a SoTA VLM? Come test it on our challenging test sets !!!

🎯 Challenge for everyone! Easy to use SigLIP baseline is provided !!!

πŸ” Real, synthetic, noisy data – just like real life - Will your VLM redefine how people track their diets??? ( πŸ—£οΈ We believe so!!! )


πŸ”— Join the challenge: https://www.kaggle.com/competitions/dishcovery-vlm-mtf-cvpr-2025

πŸ—“οΈ Deadline: Phase I: 4th of May, 2025 - Phase II: 10th of May, 2025

πŸ‘‰ Workshop website: https://sites.google.com/view/cvpr-metafood-2025


#CVPR25 #ComputerVision #CV #Deeplearning #DL #VisionLanguage #VLM #multimodal #FoundationModels