الملخص
Many vision applications ask several independent, forced-choice questions about the same image. Visual Jev encodes the image and public context once, executes isolated question suffixes as a batch, and reads candidate probabilities from the backbone's language-model head. Across four benchmarks, answer-supervised post-training raises equal-weight macro accuracy from 70.6% to 76.1%, with the gain concentrated on the two task families represented in training. At N=32 questions per image, shared batched execution is 8.9x faster in warm amortized time than independent serial execution and remains 3.4x faster than an already-batched baseline that recomputes the prefix, at the cost of higher peak memory. A matched typed-head control offers no consistent accuracy advantage over the language-model-head readout. The supported design is therefore simple: adapt the backbone for quality, retain the existing readout, and share execution for efficiency.
الكلمات المفتاحية
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Yu, G., & Yao, Y. (2026). Visual Jev: Accurate and Efficient Decisions from Shared Visual Context. https://omanscience.com/ar/articles/visual-jev-accurate-and-efficient-decisions-from-shared-visual-context
MLA 9
Yu, Guanxu, and Yuhang Yao. "Visual Jev: Accurate and Efficient Decisions from Shared Visual Context." https://omanscience.com/ar/articles/visual-jev-accurate-and-efficient-decisions-from-shared-visual-context.
شيكاغو (المؤلف–التاريخ)
Yu, Guanxu, and Yuhang Yao. 2026. "Visual Jev: Accurate and Efficient Decisions from Shared Visual Context." https://omanscience.com/ar/articles/visual-jev-accurate-and-efficient-decisions-from-shared-visual-context.
هارفارد
Yu, G. and Yao, Y. (2026) 'Visual Jev: Accurate and Efficient Decisions from Shared Visual Context', Available at: https://omanscience.com/ar/articles/visual-jev-accurate-and-efficient-decisions-from-shared-visual-context.
فانكوفر
Yu G, Yao Y. Visual Jev: Accurate and Efficient Decisions from Shared Visual Context. https://omanscience.com/ar/articles/visual-jev-accurate-and-efficient-decisions-from-shared-visual-context
IEEE
G. Yu, and Y. Yao, "Visual Jev: Accurate and Efficient Decisions from Shared Visual Context," https://omanscience.com/ar/articles/visual-jev-accurate-and-efficient-decisions-from-shared-visual-context.