Is InfiniPot-V superseded?

InfiniPot-V (KV-cache compression): superseded — cited as a baseline and beaten by newer methods. 0 paper(s) critique it, 3 beat it on benchmarks — #47 of 234 most-superseded. Sub-problem: cluster led by ReKV. Newer alternatives in the same sub-problem include MuKV, KVCapsule, Decoupled Streaming Cache (DSCache), LightKV, Hierarchical Adaptive Eviction (HAE).

Method Drift›KV-cache compression

Superseded baseline#47 of 234 most-superseded

InfiniPot-V

InfiniPot-V: Memory-Constrained KV Cache Compression for Streaming Video Understanding

KV-cache compression · first seen Jun 18, 2025

superseded — cited as a baseline and beaten by newer methods

0 papers critique it · 3 beat it on benchmarks

Beaten on benchmarks

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

MuKV (DCP) beats InfiniPot-V · Acc@Ego [LLaVA-OV-7B, InfiniPot-V vs MuKV]
59.5 vs 57.9
MuKV: Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering
DSCache beats InfiniPot-V · StreamingBench (Real-time) [Qwen2.5-VL-7B]
82.32 vs 76.40
Decouple and Cache: KV Cache Construction for Streaming Video Understanding
StreamMem beats InfiniPot-V · EgoSchema [Qwen2-VL-7B]
67.2 vs 65.6
StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding
StreamMem beats InfiniPot-V · VideoMME Medium [Qwen2-VL-7B]
62.4 vs 60.8
StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding
StreamMem beats InfiniPot-V · MLVU [Qwen2.5-VL-3B]
62.3 vs 62.1
StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding
StreamMem beats InfiniPot-V · EgoSchema [Qwen2.5-VL-3B]
62.2 vs 61.8
StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding

Newer alternatives

Recent methods in the same sub-problem, not yet superseded in the knowledge base.