Is Video-RAG superseded?

Video-RAG (Retrieval-augmented generation): superseded — cited as a baseline and beaten by newer methods. 2 paper(s) critique it, 2 beat it on benchmarks — #55 of 1179 most-superseded. Sub-problem: cluster led by MMGraphRAG. Newer alternatives in the same sub-problem include VideoStir, Graph-to-Frame RAG, MG$^2$-RAG, AutoThinkRAG, AgenticOCR.

Method Drift›Retrieval-augmented generation

Superseded baseline#55 of 1,179 most-superseded

Video-RAG

Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension

Retrieval-augmented generation · first seen Nov 20, 2024

superseded — cited as a baseline and beaten by newer methods

2 papers critique it · 2 beat it on benchmarks

What papers say

Verbatim critique sentences, each from a paper that cites Video-RAG as a baseline.

“appending textual context such as ASR, OCR, or descriptions to the prompt”
— Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
“This contrasts with existing agent- or retrieval-augmented generation-based methods~VideoAgent, Video-Agent, Video-RAG, DrVideo, which rely heavily on external tools for frame-level information extraction, limiting their capacity to respond to diverse queries due to the inherent constraints of these tools.”
— VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos

Beaten on benchmarks

Head-to-head results where a newer method reports beating Video-RAG. Values are copied from the source paper's tables — verify against the cited paper.

G2F-RAG beats Video-RAG · MLVU [LLaVA-Video 7B]
75.5 vs 71.3
Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
G2F-RAG beats Video-RAG · WildVideo [LLaVA-Video 7B]
57.0 vs 48.5
Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
G2F-RAG beats Video-RAG · MLVU [Qwen2.5-VL 7B]
73.4 vs 63.4
Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
G2F-RAG beats Video-RAG · WildVideo [Qwen2.5-VL 7B]
55.4 vs 47.2
Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
G2F-RAG beats Video-RAG · VideoMME (w/o sub) [Qwen2.5-VL 7B]
70.6 vs 60.5
Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
VideoStir beats Video-RAG · Overall [LLaVA-Video (7B)]
60.3 vs 58.7
VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
VideoStir beats Video-RAG · Overall [mPLUG-Owl3 (8B)]
55.1 vs 54.5
VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
VideoStir beats Video-RAG · Overall [InternVL-1.5 (26B)]
52.7 vs 52.2
VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
VideoStir beats Video-RAG · Overall [LLaVA-Video (72B)]
66.0 vs 65.4
VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG

Newer alternatives

Recent methods in the same sub-problem, not yet superseded in the knowledge base.