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Marwa El Kamil

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reacted to andito's post with πŸ”₯ 3 days ago
Many VLMs claim to process hours of video. But can they follow the story?πŸ€” Today, we introduce TimeScope: The benchmark that separates true temporal understanding from marketing hype. Let's see how much VLMs really understand!⏳ We test three skills that matter for real-world use: πŸ”Ž Localized Retrieval: Find a specific action. 🧩 Information Synthesis: Piece together scattered clues. πŸƒ Fine-Grained Perception: Analyze detailed motion (e.g., count how many times a person swings an axe). The results are in, and they're revealing. Only Gemini 2.5 pro handles 1-hour-long videos. Performance drops sharply with duration, proving that long video understanding is still challenging. We've found the breaking pointsβ€”now the community can start fixing them.πŸ“ˆ Want to learn more? TimeScope is 100% open-source. Benchmark your model and help us build the next generation of video AI. πŸ“– Blog: https://huggingface.co/blog/timescope-video-lmm-benchmark πŸ‘©β€πŸ’» Leaderboard & Demo: https://huggingface.co/spaces/Apollo-LMMs/TimeScope πŸ“Š Dataset: https://huggingface.co/datasets/Apollo-LMMs/TimeScope βš™οΈ Eval Code: https://github.com/EvolvingLMMs-Lab/lmms-eval
reacted to andito's post with ❀️ 8 days ago
Many VLMs claim to process hours of video. But can they follow the story?πŸ€” Today, we introduce TimeScope: The benchmark that separates true temporal understanding from marketing hype. Let's see how much VLMs really understand!⏳ We test three skills that matter for real-world use: πŸ”Ž Localized Retrieval: Find a specific action. 🧩 Information Synthesis: Piece together scattered clues. πŸƒ Fine-Grained Perception: Analyze detailed motion (e.g., count how many times a person swings an axe). The results are in, and they're revealing. Only Gemini 2.5 pro handles 1-hour-long videos. Performance drops sharply with duration, proving that long video understanding is still challenging. We've found the breaking pointsβ€”now the community can start fixing them.πŸ“ˆ Want to learn more? TimeScope is 100% open-source. Benchmark your model and help us build the next generation of video AI. πŸ“– Blog: https://huggingface.co/blog/timescope-video-lmm-benchmark πŸ‘©β€πŸ’» Leaderboard & Demo: https://huggingface.co/spaces/Apollo-LMMs/TimeScope πŸ“Š Dataset: https://huggingface.co/datasets/Apollo-LMMs/TimeScope βš™οΈ Eval Code: https://github.com/EvolvingLMMs-Lab/lmms-eval
liked a model 14 days ago
stabilityai/stable-diffusion-2-inpainting
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