VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance | Paper Citation Record

Observation 350ed441-ebff-4c5e-b479-0c701a26d7df · outbound

This paper cites LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training

Reference 1

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Observation a28276ac-3ad4-4f76-b9f2-23d5b57475bd · outbound

This paper cites Qwen2.5- vl technical report, 2025.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Qwen2.5- vl technical report, 2025

Reference 2

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Observation 104ed5e6-d95c-499b-b55d-ea8aaa581f14 · outbound

This paper cites Cg-bench: Clue-grounded question answering benchmark for long video understanding.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Cg-bench: Clue-grounded question answering benchmark for long video understanding

Reference 3

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Observation da5c962a-4642-4922-b1e1-2462a78e33a8 · outbound

This paper cites Videollm-online: Online video large language model for streaming video.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Videollm-online: Online video large language model for streaming video

Reference 4

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Observation 72463b02-1dd5-461c-a88e-3ed5632f56f1 · outbound

This paper cites Livecc: Learning video llm with streaming speech transcription at scale.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Livecc: Learning video llm with streaming speech transcription at scale

Reference 5

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Observation 81667278-0fb3-4e8a-85e4-df24ff6f52fd · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 6

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Observation c890907f-d153-4ce0-ad14-f46e5033db2b · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 7

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Observation b7e71018-6caa-47fa-a741-b3a95aeeddef · outbound

This paper cites Mmbench-video: A long-form multi-shot benchmark for holistic video under- standing.Advances in Neural Information Processing Sys- tems, 37:89098–89124, 2024.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Mmbench-video: A long-form multi-shot benchmark for holistic video under- standing.Advances in Neural Information Processing Sys- tems, 37:89098–89124, 2024

Reference 8

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Observation 5532ddc1-513c-45e9-a518-d689ccea4927 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 9

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Observation e7c395a4-4b80-412d-b03d-900ec3c08d02 · outbound

This paper cites Ego4d: Around the world in 3,000 hours of egocentric video.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Ego4d: Around the world in 3,000 hours of egocentric video

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:31.461667Z

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Observation 8220fa8a-fa05-4d51-b365-f1cdf818c6e0 · outbound

This paper cites Vizwiz grand challenge: Answering visual questions from blind people.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Vizwiz grand challenge: Answering visual questions from blind people

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:31.564510Z

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Observation 6f52859d-c07c-48e0-8162-ed4258cf077a · outbound

This paper cites GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance GuideDog: A Real-World Egocentric Multimodal Dataset for Blind and Low-Vision Accessibility-Aware Guidance

Reference 12

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Observation baa8555d-099d-45a3-9a65-ac25b420c1fd · outbound

This paper cites Mvbench: A comprehensive multi-modal video understanding benchmark.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Mvbench: A comprehensive multi-modal video understanding benchmark

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:31.765742Z

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Observation bd045284-8201-4987-8319-f7b661619c2e · outbound

This paper cites VideoChat: chat-centric video understanding.Sci.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance VideoChat: chat-centric video understanding.Sci

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:31.889973Z

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Observation 204053fd-c1cc-4cfc-85d2-5c5e45f60e3b · outbound

This paper cites OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?

Reference 15

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Observation 9c3daa94-44a1-42f8-9aef-9bfe00ebec93 · outbound

This paper cites StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding

Reference 16

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Observation 6be8cea6-e5e5-46d6-bf42-479208ef97eb · outbound

This paper cites Soccernet-caption: Dense video captioning for soccer broadcasts commentaries.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Soccernet-caption: Dense video captioning for soccer broadcasts commentaries

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:32.235246Z

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Observation 126587eb-e3ec-4840-866c-77deab1ea122 · outbound

This paper cites Hello gpt-4o.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Hello gpt-4o

Reference 18

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Observation 1492b640-767c-418d-aaef-dc6bd071be0c · outbound

This paper cites Introducing gpt-5.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Introducing gpt-5

Reference 19

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Observation e1f6aa03-8eba-4e19-99f7-88b86b1fa217 · outbound

This paper cites Video Question Answering for People with Visual Impairments Using an Egocentric 360-Degree Camera.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Video Question Answering for People with Visual Impairments Using an Egocentric 360-Degree Camera

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:32.558144Z

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Observation ddbad610-289c-432b-887e-3d67d8c13f89 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:32.636396Z

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Observation 460b9bba-30f6-449d-b853-363d7d175624 · outbound

This paper cites Kimi-VL Technical Report.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Kimi-VL Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:32.727805Z

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Observation 92b448e8-061a-4980-bc24-1a09c0a7d94c · outbound

This paper cites Dynamic crosswalk scene understanding for the visually impaired.IEEE transactions on neural systems and rehabilitation engineering, 29:1478–1486, 2021.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Dynamic crosswalk scene understanding for the visually impaired.IEEE transactions on neural systems and rehabilitation engineering, 29:1478–1486, 2021

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:32.839384Z

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Observation 9b14334a-8130-47e0-b454-4f5cd4a8718b · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Attention is all you need.Advances in neural information processing systems, 30, 2017

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:32.951283Z

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Observation f72783c2-7086-45dd-a315-db26a9ebe83a · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 25

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Observation b3acc4c3-35fc-4682-8077-cb04f7545922 · outbound

This paper cites LVBench: An Extreme Long Video Understanding Benchmark.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance LVBench: An Extreme Long Video Understanding Benchmark

Reference 26

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Observation 49ade3f9-9cfa-45d9-82f1-754f007c775e · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 27

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Observation ff61a051-86b3-4cf4-a9a7-68ab8ab1d946 · outbound

This paper cites A dataset for the visually impaired walk on the road.Displays, 79:102486, 2023.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance A dataset for the visually impaired walk on the road.Displays, 79:102486, 2023

Reference 28

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Observation 12d33cd0-f805-4853-b182-7f1021af1a8e · outbound

This paper cites Egoblind: Towards egocentric visual assistance for the blind people.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Egoblind: Towards egocentric visual assistance for the blind people

Reference 29

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Observation 72733ed7-69fc-48b7-82d0-986107f5e850 · outbound

This paper cites StreamingVLM: Real-Time Understanding for Infinite Video Streams.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance StreamingVLM: Real-Time Understanding for Infinite Video Streams

Reference 30

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Observation f579c635-1225-4dcc-b789-923144bdf56d · outbound

This paper cites Vias- sist: Adapting multi-modal large language models for users with visual impairments.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Vias- sist: Adapting multi-modal large language models for users with visual impairments

Reference 31

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Observation ffd7a195-7577-4261-a381-2cbc131d1326 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 32

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Observation 0a97bc8d-34f2-464f-a51c-c917abe33b98 · outbound

This paper cites Lytnet: A convolu- tional neural network for real-time pedestrian traffic lights and zebra crossing recognition for the visually impaired.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Lytnet: A convolu- tional neural network for real-time pedestrian traffic lights and zebra crossing recognition for the visually impaired

Reference 33

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Observation fbe7b363-5f8d-4784-aea7-12ec28a7d4f2 · outbound

This paper cites Street crossing aid using light-weight cnns for the visually impaired.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Street crossing aid using light-weight cnns for the visually impaired

Reference 34

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This paper cites MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe

Reference 35

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Observation 3410e311-afad-44f9-9a67-4097cdd5ed39 · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 36

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Observation 275778dc-f220-43d0-9bd5-8ae77c0d927f · outbound

This paper cites WalkVLM:Aid Visually Impaired People Walking by Vision Language Model.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance WalkVLM:Aid Visually Impaired People Walking by Vision Language Model

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:33.936559Z

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This paper cites LLaVA-Video: Video Instruction Tuning With Synthetic Data.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance LLaVA-Video: Video Instruction Tuning With Synthetic Data

Reference 38

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This paper cites MLVU: Benchmarking Multi-task Long Video Understanding.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance MLVU: Benchmarking Multi-task Long Video Understanding

Reference 39

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This paper cites Evaluation Settings Proactive Reminder.Offline models are evaluated using TPAD, while online models are tested with their default in- ference interfaces.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Evaluation Settings Proactive Reminder.Offline models are evaluated using TPAD, while online models are tested with their default in- ference interfaces

Reference 40

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VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Unresolved cited work

Reference 41

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This paper cites Is there a tactile paving nearby?.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Is there a tactile paving nearby?

Reference 42

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This paper cites shows the remaining time.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance shows the remaining time

Reference 43

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Observation 39fd4adc-5e50-4bac-9347-623dca9223f0 · outbound

This paper cites visible,.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance visible,

Reference 44

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Observation a0237c45-f392-49b5-b470-0717ac2ee919 · outbound

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VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Unresolved cited work

Reference 45

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Observation 32134753-5c63-4686-99e3-de4f7df65422 · outbound

This paper cites A wall blocks the end of the tactile path ahead.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance A wall blocks the end of the tactile path ahead

Reference 46

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VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Unresolved cited work

Reference 47

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Observation b236d7d0-dd92-444d-9e6f-2311a8f0c1fe · outbound

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VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T01:31:35.361770Z

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Observation ee5fdfc4-7769-46a1-959f-98a24d528386 · outbound

This paper cites Wait, red.

VIABench: A Comprehensive Video Benchmark Collected from Blind Individuals for Visual Impairment Assistance Wait, red

Reference 49

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